Content Based Dataset

Imports

library(mltools)
library(data.table)
library(kohonen)
library(dummies)

## dummies-1.5.6 provided by Decision Patterns

library(ggplot2)
library(sp)
library(maptools)

## Checking rgeos availability: TRUE
## Please note that 'maptools' will be retired by the end of 2023,
## plan transition at your earliest convenience;
## some functionality will be moved to 'sp'.

library(reshape2)

## 
## Attaching package: 'reshape2'

## The following objects are masked from 'package:data.table':
## 
##     dcast, melt

library(rgeos)

## rgeos version: 0.5-9, (SVN revision 684)
##  GEOS runtime version: 3.9.1-CAPI-1.14.2 
##  Please note that rgeos will be retired by the end of 2023,
## plan transition to sf functions using GEOS at your earliest convenience.
##  GEOS using OverlayNG
##  Linking to sp version: 1.4-6 
##  Polygon checking: TRUE

library(party)

## Loading required package: grid

## Loading required package: mvtnorm

## Loading required package: modeltools

## Loading required package: stats4

## Loading required package: strucchange

## Loading required package: zoo

## 
## Attaching package: 'zoo'

## The following objects are masked from 'package:base':
## 
##     as.Date, as.Date.numeric

## Loading required package: sandwich

library(rpart)
library(rpart.plot)
library(tree)
library(randomForest)

## randomForest 4.7-1

## Type rfNews() to see new features/changes/bug fixes.

## 
## Attaching package: 'randomForest'

## The following object is masked from 'package:ggplot2':
## 
##     margin

library(naivebayes)

## naivebayes 0.9.7 loaded

## 
## Attaching package: 'naivebayes'

## The following object is masked from 'package:data.table':
## 
##     tables

library(class)

## 
## Attaching package: 'class'

## The following object is masked from 'package:kohonen':
## 
##     somgrid

library(ROCR)

Raw Files

trainRAW <- data.frame(read.csv("../Dataset/webspam-uk2007-set1-1-10_TRAINING/WEBSPAM-UK2007-SET1-labels.txt", header= F, sep=" ", dec=".", col.names= c('hostid','label','spamicity','assessments')))
testRAW <- data.frame(read.csv("../Dataset/webspam-uk2007-set2-1-10_TEST/WEBSPAM-UK2007-SET2-labels.txt", header= F, sep=" ", dec=".", col.names= c('hostid','label','spamicity','assessments')))
cbRAW <- data.frame(read.csv("uk-2007-05.content_based_features.csv", header=T))

Transforming

Get training and testing dataset. Also convert all the values where spamicity >= 0.5 to 1 and 0 for others.

cbTrain <- merge(trainRAW,cbRAW,by.x = "hostid", by.y="X.hostid")
cbTrain$spamicity <- as.numeric(as.character(cbTrain$spamicity))

## Warning: NAs introduced by coercion

cbTrain <- na.omit(cbTrain)
cbTrain$spamicity[cbTrain$spamicity < 0.5] <- 0
cbTrain$spamicity[cbTrain$spamicity >= 0.5] <- 1

cbTest <- merge(testRAW,cbRAW,by.x = "hostid", by.y="X.hostid")
cbTest$spamicity <- as.numeric(as.character(cbTest$spamicity))

## Warning: NAs introduced by coercion

cbTest <- na.omit(cbTest)
cbTest$spamicity[cbTest$spamicity < 0.5] <- 0
cbTest$spamicity[cbTest$spamicity >= 0.5] <- 1

Get the numeric columns only from the above datasets

numeric_cb_test <- cbTest[, c(-1, -2, -4, -5)]
numeric_cb_train <- cbTrain[, c(-1, -2, -4, -5)]

Correlation

Get the most correlated columns and put those in DFs

data_cor <- abs(cor(numeric_cb_train[ , colnames(numeric_cb_train) != "spamicity"],  # Calculate correlations
                numeric_cb_train$spamicity))

df_most_cor <- subset(numeric_cb_train, select = c("AVG_64",
"AVG_55", "HMG_40", "HST_16", "AVG_65", "AVG_56", "AVG_66",
"HST_7", "HST_17", "HMG_41", "spamicity"))
df_most_cor_test <- subset(numeric_cb_test, select = c("AVG_64",
"AVG_55", "HMG_40", "HST_16", "AVG_65", "AVG_56", "AVG_66",
"HST_7", "HST_17", "HMG_41", "spamicity"))

Balance Training Data

train <- data.frame(df_most_cor)
test <- data.frame(df_most_cor_test)

train_spam <- subset(train, spamicity == 1)
train_spam <- rbind(train_spam, train_spam)
train_not_spam <- subset(train, spamicity == 0)
train_not_spam <- train_not_spam[sample(1:nrow(train_not_spam), size = nrow(train_spam), replace = F), ]
train_balanced <- rbind(train_spam, train_not_spam)

SOM

data_train_matrix <- scale(train_balanced)
som_grid <- somgrid(xdim = 16, ydim = 16, topo = "hexagonal")
map <- som(data_train_matrix,
           grid = som_grid,
           rlen = 3500,
           alpha = c(0.5, 0.01))

## Warning in check.somgrid(grid): Added defaults for somgrid object - you are
## probably using the somgrid function from the class library...

plots

plot(map, type = "changes")

plot(map, type = 'counts')

plot(map, type = 'codes')

Heatmaps

source('./coolBlueHotRed.R')
plot(map, type = "property", 
     property = getCodes(map)[, 1],
     main = colnames(train_balanced)[1],
     palette.name=coolBlueHotRed)

source('./coolBlueHotRed.R')
plot(map, type = "property", 
     property = getCodes(map)[, 2],
     main = colnames(train_balanced)[2],
     palette.name=coolBlueHotRed)

source('./coolBlueHotRed.R')
plot(map, type = "property", 
     property = getCodes(map)[, 3],
     main = colnames(train_balanced)[3],
     palette.name=coolBlueHotRed)

source('./coolBlueHotRed.R')
plot(map, type = "property", 
     property = getCodes(map)[, 4],
     main = colnames(train_balanced)[4],
     palette.name=coolBlueHotRed)

source('./coolBlueHotRed.R')
plot(map, type = "property", 
     property = getCodes(map)[, 5],
     main = colnames(train_balanced)[5],
     palette.name=coolBlueHotRed)

Clustering

mydata <- matrix(unlist(map$codes), ncol = length(train_balanced), byrow = FALSE)
wss <- (nrow(mydata)-1)*sum(apply(mydata,2,var))
for (i in 2:15) wss[i] <- sum(kmeans(mydata,
                                     centers=i)$withinss)
par(mar=c(5.1,4.1,4.1,2.1))

plot(1:15, wss, type="b", xlab="Number of Clusters",
     ylab="Within groups sum of squares", main="Within cluster sum of squares (WCSS)")

pretty_palette <- c("#1f77b4", '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2')
som_cluster <- cutree(hclust(dist(mydata)), 6)
plot(map, type="mapping", bgcol = pretty_palette[som_cluster], main = "Clusters")

plot(map, type="codes", bgcol = pretty_palette[som_cluster], main = "Clusters")

Supervised SOM model

trainX <- scale(train_balanced[,-11])
testX <- scale(test[,-11],
               center = attr(trainX, "scaled:center"),
               scale = attr(trainX, "scaled:scale"))
trainY <- factor(train_balanced[,11])
Y <- factor(test[,11])
test[,11] <- 0
testXY <- list(independent = testX, dependent = test[,11])

set.seed(222)
map1 <- xyf(trainX,
            classvec2classmat(factor(trainY)),
            grid = somgrid(16, 16, "hexagonal"),
            rlen = 3500)

## Warning in check.somgrid(grid): Added defaults for somgrid object - you are
## probably using the somgrid function from the class library...

pred <- predict(map1, newdata = testXY)
(cm <- table(Predicted = pred$predictions[[2]], Actual = Y))

##          Actual
## Predicted   0   1
##         0 954  79
##         1 871  85

(accuracy <- (cm[1, 1] + cm[2, 2])/(cm[1, 1] + cm[2, 2] + cm[1, 2] + cm[2, 1]))

## [1] 0.5223731

(precision <- cm[2, 2] / (cm[2, 2] + cm[2, 1]))

## [1] 0.08891213

(recall <- cm[2, 2] / (cm[2, 2] + cm[1, 2]))

## [1] 0.5182927

(f_measure <- (2 * precision * recall) / (precision + recall))

## [1] 0.1517857

Supervised SOM with unbalanced data

train_som <- data.frame(df_most_cor)
test_som <- data.frame(df_most_cor_test)

#train <- df_most_cor[df_most_cor$spamicity %in% c(0,1), ] 
#test <- df_most_cor_test[df_most_cor_test$spamicity %in% c(0,1), ]
trainX <- scale(train_som[,-11])
testX <- scale(test_som[,-11],
               center = attr(trainX, "scaled:center"),
               scale = attr(trainX, "scaled:scale"))
trainY <- factor(train_som[,11])
Y <- factor(test_som[,11])
test_som[,11] <- 0
testXY <- list(independent = testX, dependent = test_som[,11])

set.seed(222)
map1 <- xyf(trainX,
            classvec2classmat(factor(trainY)),
            grid = somgrid(30, 30, "hexagonal"),
            rlen = 4500)

## Warning in check.somgrid(grid): Added defaults for somgrid object - you are
## probably using the somgrid function from the class library...

pred <- predict(map1, newdata = testXY)
(cm <- table(Predicted = pred$predictions[[2]], Actual = Y))

##          Actual
## Predicted    0    1
##         0 1602  144
##         1  222   19

(accuracy <- (cm[1, 1] + cm[2, 2])/(cm[1, 1] + cm[2, 2] + cm[1, 2] + cm[2, 1]))

## [1] 0.8158027

(precision <- cm[2, 2] / (cm[2, 2] + cm[2, 1]))

## [1] 0.07883817

(recall <- cm[2, 2] / (cm[2, 2] + cm[1, 2]))

## [1] 0.1165644

(f_measure <- (2 * precision * recall) / (precision + recall))

## [1] 0.09405941

train <- data.frame(df_most_cor)
test <- data.frame(df_most_cor_test)

train_spam <- subset(train, spamicity == 1)
train_spam <- rbind(train_spam, train_spam)
train_not_spam <- subset(train, spamicity == 0)
train_not_spam <- train_not_spam[sample(1:nrow(train_not_spam), size = nrow(train_spam), replace = F), ]
train_balanced <- rbind(train_spam, train_not_spam)

DT

train_balanced$spamicity <- factor(train_balanced$spamicity)
test$spamicity <- factor(test$spamicity)
tree <- rpart(spamicity ~., data = train_balanced)
rpart.plot(tree)

printcp(tree)

## 
## Classification tree:
## rpart(formula = spamicity ~ ., data = train_balanced)
## 
## Variables actually used in tree construction:
## [1] AVG_55 AVG_56 AVG_64 AVG_66 HST_17 HST_7 
## 
## Root node error: 610/1220 = 0.5
## 
## n= 1220 
## 
##         CP nsplit rel error  xerror     xstd
## 1 0.249180      0   1.00000 1.03279 0.028615
## 2 0.052459      1   0.75082 0.78525 0.027962
## 3 0.021311      2   0.69836 0.75246 0.027739
## 4 0.019672      3   0.67705 0.76557 0.027832
## 5 0.016393      4   0.65738 0.74098 0.027653
## 6 0.013115      8   0.59016 0.73279 0.027589
## 7 0.012295     11   0.55082 0.71639 0.027454
## 8 0.011475     13   0.52623 0.71639 0.027454
## 9 0.010000     14   0.51475 0.68689 0.027190

table(Predicted = predict(tree, train_balanced[-11], type = "class"), Actual = train_balanced[, "spamicity"])

##          Actual
## Predicted   0   1
##         0 464 168
##         1 146 442

pred <- predict(tree, test[-11], type = "class")
(cm <- table(Predicted = pred, Actual = test[, "spamicity"]))

##          Actual
## Predicted    0    1
##         0 1242   59
##         1  593  105

(accuracy <- (cm[1, 1] + cm[2, 2])/(cm[1, 1] + cm[2, 2] + cm[1, 2] + cm[2, 1]))

## [1] 0.6738369

(precision <- cm[2, 2] / (cm[2, 2] + cm[2, 1]))

## [1] 0.1504298

(recall <- cm[2, 2] / (cm[2, 2] + cm[1, 2]))

## [1] 0.6402439

(f_measure <- (2 * precision * recall) / (precision + recall))

## [1] 0.2436195

perf <- performance(
  prediction(
    as.numeric(pred),
    as.numeric(test$spamicity)
  ),
  "tpr", "fpr"
)
plot(perf)

auc_roc(as.integer(pred == 1),
    as.integer(test$spamicity == 1))

## [1] 0.6585416

Random Forest

rf <- randomForest(
  spamicity ~ .,
  data=train_balanced,
)
pred = predict(rf, newdata=test[-11])
(cm = table(Predicted = pred, Actual = test[,11]))

##          Actual
## Predicted    0    1
##         0 1457   75
##         1  378   89

(accuracy <- (cm[1, 1] + cm[2, 2])/(cm[1, 1] + cm[2, 2] + cm[1, 2] + cm[2, 1]))

## [1] 0.7733867

(precision <- cm[2, 2] / (cm[2, 2] + cm[2, 1]))

## [1] 0.1905782

(recall <- cm[2, 2] / (cm[2, 2] + cm[1, 2]))

## [1] 0.5426829

(f_measure <- (2 * precision * recall) / (precision + recall))

## [1] 0.2820919

perf <- performance(
  prediction(
    as.numeric(pred),
    as.numeric(test$spamicity)
  ),
  "tpr", "fpr"
)
plot(perf)

auc_roc(as.integer(pred == 1),
    as.integer(test$spamicity == 1))

## [1] 0.6683442

Naive Baye’s

set.seed(3553)
nb <- naive_bayes(spamicity ~ ., data = train_balanced, usekernel = T) 
# Training data
p1 <- predict(nb, train_balanced)

## Warning: predict.naive_bayes(): more features in the newdata are provided as
## there are probability tables in the object. Calculation is performed based on
## features to be found in the tables.

(tab1 <- table(Predicted = p1, Actual = train_balanced$spamicity))

##          Actual
## Predicted   0   1
##         0 462 298
##         1 148 312

# Testing Data
p2 <- predict(nb, test[-11])
(cm = table(Predicted = p2, Actual = test$spamicity))

##          Actual
## Predicted    0    1
##         0 1384   82
##         1  451   82

(accuracy <- (cm[1, 1] + cm[2, 2])/(cm[1, 1] + cm[2, 2] + cm[1, 2] + cm[2, 1]))

## [1] 0.7333667

(precision <- cm[2, 2] / (cm[2, 2] + cm[2, 1]))

## [1] 0.1538462

(recall <- cm[2, 2] / (cm[2, 2] + cm[1, 2]))

## [1] 0.5

(f_measure <- (2 * precision * recall) / (precision + recall))

## [1] 0.2352941

ROC

perf <- performance(
  prediction(
    as.integer(p2),
    as.integer(test$spamicity)
  ),
  "tpr", "fpr"
)
plot(perf)

auc_roc(as.integer(p2 == 1),
    as.integer(test$spamicity == 1))

## [1] 0.6271117

knn

knn_model <- knn(train = train_balanced[, -11], test = test[, -11], cl = train_balanced[, 11], k = 1, prob = TRUE) 
(cm = table(Predicted = knn_model, Actual = test$spamicity))

##          Actual
## Predicted    0    1
##         0 1322   91
##         1  513   73

(accuracy <- (cm[1, 1] + cm[2, 2])/(cm[1, 1] + cm[2, 2] + cm[1, 2] + cm[2, 1]))

## [1] 0.6978489

(precision <- cm[2, 2] / (cm[2, 2] + cm[2, 1]))

## [1] 0.1245734

(recall <- cm[2, 2] / (cm[2, 2] + cm[1, 2]))

## [1] 0.445122

(f_measure <- (2 * precision * recall) / (precision + recall))

## [1] 0.1946667

ROC

perf <- performance(
  prediction(
    as.numeric(knn_model),
    as.numeric(test$spamicity)
  ),
  "tpr", "fpr"
)
plot(perf)

auc_roc(as.integer(knn_model == 1),
    as.integer(test$spamicity == 1))

## [1] 0.582779

PCA

Initial PCA

numeric_cb.X <- subset(numeric_cb_train, select = -c(spamicity))
numeric_cb.PCAParams <- prcomp(numeric_cb.X, center = TRUE, scale = TRUE)
summary(numeric_cb.PCAParams)$rotation

##                  PC1           PC2           PC3          PC4          PC5
## HST_1   0.1945893914  0.0056428381  0.0360053002 -0.031473980 -0.035142925
## HST_2   0.0133358318 -0.0060431267 -0.0092622251  0.059286935  0.126139548
## HST_3  -0.0080322471  0.0377867055 -0.0004040730 -0.037424977 -0.066204711
## HST_4  -0.0020627159  0.0193911054 -0.0042573839 -0.018249028  0.013854469
## HST_5   0.0383399764 -0.0654767325  0.0059785830  0.059249562  0.056634152
## HST_6   0.0575265567 -0.0266054275  0.0069711753  0.117799907  0.212269914
## HST_7  -0.0047975834  0.1963731275 -0.0022900654  0.058165534 -0.029238125
## HST_8  -0.0040476443  0.2082853971 -0.0053456635  0.065585524 -0.004837781
## HST_9  -0.0059785292  0.1958756511  0.0006236578  0.075296827 -0.032254255
## HST_10 -0.0066951829  0.1737418245  0.0015917833  0.061842940 -0.044926031
## HST_11  0.1798644620  0.0178738718  0.0386621398  0.004120692  0.003826943
## HST_12  0.1950499517  0.0159987149  0.0368187709 -0.011438994 -0.019260160
## HST_13  0.1943908128  0.0129027136  0.0360121457 -0.005189094 -0.007203063
## HST_14  0.1958981478  0.0109667648  0.0353005578 -0.012819034 -0.015544522
## HST_15 -0.0016038267  0.1595746916 -0.0156200740 -0.009304893  0.110105492
## HST_16 -0.0045849160  0.2025647359 -0.0108037326  0.028742152  0.076192417
## HST_17 -0.0052623667  0.2060551463 -0.0123930479  0.027715824  0.076874772
## HST_18 -0.0028903601  0.1921506105 -0.0144687841  0.031655798  0.086303090
## HST_19  0.1940596136  0.0141097870  0.0345175640 -0.025973759 -0.027194706
## HST_20  0.1812542554  0.0152814337  0.0395228679 -0.014224748 -0.007411960
## HST_21  0.1948679063  0.0137493064  0.0362137357 -0.021604877 -0.021314884
## HST_22  0.1955292518  0.0117446292  0.0360731354 -0.022948929 -0.023481837
## HST_23  0.0538210784 -0.0749205670 -0.0077960374  0.144049849  0.291244505
## HST_24  0.0419961011 -0.0816410596 -0.0112326038  0.133726246  0.282395939
## HMG_25  0.1925338886  0.0033941749  0.0354646488 -0.031947107 -0.027338948
## HMG_26  0.0110120911 -0.0089091797 -0.0114968112  0.059579835  0.101421696
## HMG_27 -0.0066412447  0.0387866500  0.0020694908 -0.006847554 -0.069074269
## HMG_28 -0.0031807083  0.0092147250 -0.0011657747 -0.029519262 -0.009544196
## HMG_29  0.0388920062 -0.0660716913  0.0049715166  0.044381467  0.070432427
## HMG_30  0.0597406003 -0.0271541232  0.0050766541  0.106056784  0.219862061
## HMG_31 -0.0065756653  0.1932001713  0.0001515012  0.076177513 -0.060250985
## HMG_32 -0.0052436684  0.2076551031 -0.0021155314  0.094612015 -0.035936944
## HMG_33 -0.0069937729  0.1961501494  0.0032111100  0.102883040 -0.055678436
## HMG_34 -0.0074881859  0.1777041250  0.0043037500  0.094954972 -0.063449153
## HMG_35  0.1802652006  0.0172161266  0.0384019523  0.002929839  0.007342395
## HMG_36  0.1954481514  0.0152271423  0.0367544415 -0.012148334 -0.015078003
## HMG_37  0.1932521144  0.0113572386  0.0357440107 -0.006128929 -0.001333983
## HMG_38  0.1942603470  0.0091617060  0.0349865296 -0.013553275 -0.008991500
## HMG_39 -0.0013563230  0.1566227925 -0.0136845278  0.035197604  0.088544574
## HMG_40 -0.0044731958  0.2047214696 -0.0087159933  0.063739678  0.057292653
## HMG_41 -0.0056432857  0.2072538789 -0.0101935098  0.056103847  0.058020362
## HMG_42 -0.0027967549  0.1949413001 -0.0126481721  0.066039328  0.073979554
## HMG_43  0.1941764014  0.0130213067  0.0338658960 -0.026653631 -0.023197766
## HMG_44  0.1803285330  0.0139896506  0.0387771459 -0.014803201 -0.003109200
## HMG_45  0.1931575757  0.0120081709  0.0355550719 -0.022072631 -0.015616042
## HMG_46  0.1921454758  0.0100581869  0.0351178760 -0.023033979 -0.016520136
## HMG_47  0.0574781549 -0.0823038270 -0.0106690787  0.124873906  0.310818683
## HMG_48  0.0438352229 -0.0898854136 -0.0142585270  0.113515553  0.299520629
## AVG_49  0.1863374012  0.0056226914 -0.0272759946 -0.033667640 -0.051395675
## AVG_50  0.0140541262 -0.0087347193 -0.1452056882  0.057352009  0.046053357
## AVG_51 -0.0059343207  0.0392880057  0.0122722610 -0.014403311 -0.064644824
## AVG_52 -0.0030635936  0.0113936447 -0.0041912068 -0.062422013  0.025946535
## AVG_53  0.0301498217 -0.0580046121 -0.0354890335  0.026686665  0.045085212
## AVG_54  0.0521385717 -0.0322083747 -0.0290223155  0.132943347  0.220877205
## AVG_55 -0.0048065055  0.1983408493  0.0044169707  0.043726153 -0.019208524
## AVG_56 -0.0018144231  0.2100351210  0.0019861398  0.058652304  0.008889442
## AVG_57 -0.0022072981  0.1948903013  0.0098117183  0.072435458 -0.019458999
## AVG_58 -0.0023217556  0.1716130039  0.0114935214  0.066014576 -0.027785771
## AVG_59  0.1761029478  0.0154980912 -0.0653306242  0.001564749 -0.025879956
## AVG_60  0.1851294519  0.0138238318 -0.0457870781 -0.013357808 -0.042229214
## AVG_61  0.1835519964  0.0113164094 -0.0535910454 -0.007231011 -0.031746112
## AVG_62  0.1859054229  0.0101414615 -0.0438106110 -0.014659093 -0.037252061
## AVG_63 -0.0009915316  0.1628315339 -0.0111778716 -0.010313651  0.121086528
## AVG_64 -0.0051455685  0.2038642661 -0.0032921241  0.031035268  0.074167298
## AVG_65 -0.0038397661  0.2070083886 -0.0046889063  0.034562500  0.084054547
## AVG_66 -0.0013797425  0.1952548975 -0.0096546087  0.036910420  0.098457025
## AVG_67  0.1863690059  0.0136442755 -0.0222156479 -0.029569565 -0.050277363
## AVG_68  0.1869726479  0.0150446929 -0.0280815022 -0.021307099 -0.039497217
## AVG_69  0.1867687887  0.0129696270 -0.0320760647 -0.024362707 -0.045093937
## AVG_70  0.1870668089  0.0112553245 -0.0336831136 -0.025195257 -0.046007306
## AVG_71  0.0567725138 -0.0744275622 -0.0289053580  0.152556718  0.276387840
## AVG_72  0.0437015525 -0.0826320486 -0.0209929198  0.143118934  0.269093449
## STD_73  0.0212873151 -0.0079164624 -0.2870932126  0.014162387 -0.016556555
## STD_74  0.0095390625 -0.0033132481 -0.1633168406  0.019109599 -0.006559132
## STD_75 -0.0004071868 -0.0002816224 -0.0004980234 -0.007665187  0.003279385
## STD_76 -0.0011377689 -0.0018040040 -0.0013531682 -0.030580678  0.009497126
## STD_77  0.0055562848 -0.0288210908 -0.0619854876 -0.092242620  0.102951485
## STD_78  0.0025642090 -0.0009746213 -0.0099402106 -0.022763499  0.034405775
## STD_79 -0.0096456172  0.0762681825 -0.0283017107 -0.273673988  0.119106788
## STD_80 -0.0091948098  0.0752651471 -0.0315267964 -0.285754044  0.135619673
## STD_81 -0.0092258138  0.0626189843 -0.0332026837 -0.286136263  0.131734709
## STD_82 -0.0095223291  0.0475150796 -0.0336120479 -0.281727137  0.123305455
## STD_83  0.0105160008 -0.0039878215 -0.2745476145  0.018007424 -0.043166746
## STD_84  0.0125693837 -0.0045245996 -0.2957645929  0.019492404 -0.044404126
## STD_85  0.0166556307 -0.0054528895 -0.3221282826  0.021252330 -0.042942745
## STD_86  0.0194187197 -0.0059190853 -0.3302547983  0.022203800 -0.038214311
## STD_87 -0.0076454582  0.0711113677 -0.0201652266 -0.240603511  0.121283487
## STD_88 -0.0091858991  0.0766903028 -0.0243139308 -0.270959324  0.134769065
## STD_89 -0.0110349703  0.0839708607 -0.0276242099 -0.291819241  0.138626961
## STD_90 -0.0115998889  0.0718666813 -0.0311436916 -0.299280313  0.126345642
## STD_91  0.0197945169 -0.0064725222 -0.3349208664  0.023371182 -0.033593082
## STD_92  0.0211404053 -0.0058049614 -0.3224792026  0.021933626 -0.028468364
## STD_93  0.0235117006 -0.0059153181 -0.3124644686  0.023904464 -0.023468152
## STD_94  0.0202574284 -0.0064443798 -0.3424926462  0.025278147 -0.036263705
## STD_95  0.0003033379 -0.0069045628 -0.0631489677 -0.209496241  0.097541891
## STD_96 -0.0002825290 -0.0093228238 -0.0543920174 -0.211044745  0.109962865
##                 PC6          PC7           PC8           PC9          PC10
## HST_1   0.017970056 -0.024585042  0.0094084395 -0.0114305140  0.0030960036
## HST_2   0.066808925  0.094842498  0.1684337015  0.0629452130  0.0679804128
## HST_3   0.135479421  0.376952925  0.2287649513 -0.1840263546  0.0013834631
## HST_4   0.041636573  0.040513010 -0.0362136523  0.0505884014 -0.0889180416
## HST_5  -0.188263051 -0.142978650 -0.0971374018 -0.2309564988  0.3101707052
## HST_6  -0.089112518  0.048581354  0.1936911588 -0.1921236908  0.0569116025
## HST_7  -0.152961593  0.005256981 -0.0411853555  0.0345619511 -0.0349782364
## HST_8  -0.135265998  0.062530857 -0.0542011558  0.0285259454 -0.0588964144
## HST_9  -0.183908927  0.090791578 -0.0808426854  0.0229382841 -0.0312517974
## HST_10 -0.187710071  0.108068221 -0.1006971003  0.0170940010 -0.0148717658
## HST_11 -0.034802326 -0.029430768  0.0819922475 -0.1169153927  0.0370929453
## HST_12 -0.012172193 -0.014527310  0.0351263043 -0.0341922964  0.0023600544
## HST_13 -0.018092218 -0.013230431  0.0391659855 -0.0384570187  0.0049366555
## HST_14 -0.005764234 -0.013251817  0.0262781740 -0.0198020177 -0.0006465711
## HST_15  0.194153544 -0.066969182 -0.1135355925 -0.0285583268  0.0282423313
## HST_16  0.177867740 -0.052302511 -0.1104952384 -0.0575832408  0.0491382170
## HST_17  0.178964766  0.017469742 -0.1031514155 -0.0551820835  0.0245193677
## HST_18  0.140226084  0.048448797 -0.0979365671 -0.0483919591 -0.0020545095
## HST_19  0.028479881 -0.022968397  0.0077537100 -0.0095543137  0.0012994183
## HST_20  0.009074530 -0.041103146  0.0694621807 -0.1231579598  0.0529163363
## HST_21  0.017132002 -0.022992071  0.0299146214 -0.0434913552  0.0164972308
## HST_22  0.015353772 -0.020931721  0.0251444908 -0.0323261657  0.0108579385
## HST_23 -0.050168133 -0.040026120  0.0698034866  0.0372462443 -0.0702360107
## HST_24 -0.029206932 -0.054609429  0.0400196840  0.0722234819 -0.0885297409
## HMG_25  0.015131260 -0.024199419  0.0005165958 -0.0260341862  0.0095394256
## HMG_26  0.074927646  0.102472865  0.1749274951  0.0937402281  0.1142488532
## HMG_27  0.132777539  0.363396084  0.2382021586 -0.1862027888 -0.0086206466
## HMG_28  0.022722743  0.006048702 -0.0022775062  0.0495328006 -0.0712451464
## HMG_29 -0.169352048 -0.134538965 -0.1339268935 -0.2556408408  0.3176103557
## HMG_30 -0.097475333  0.075789543  0.1596529996 -0.1966972912  0.0535399306
## HMG_31 -0.160767000  0.062706375 -0.0215671403  0.0379817130 -0.0566782476
## HMG_32 -0.150195594  0.116762282 -0.0166053076  0.0364928169 -0.0786324602
## HMG_33 -0.197289063  0.131278169 -0.0289389486  0.0342915082 -0.0479441191
## HMG_34 -0.196109519  0.140722264 -0.0478466966  0.0260116921 -0.0287716404
## HMG_35 -0.040497700 -0.025758149  0.0723114219 -0.1222597668  0.0398990436
## HMG_36 -0.017557833 -0.011687701  0.0273110272 -0.0414840157  0.0056977940
## HMG_37 -0.024201099 -0.011174219  0.0282275511 -0.0501280892  0.0107865590
## HMG_38 -0.011248174 -0.011770270  0.0155343789 -0.0335801939  0.0060912858
## HMG_39  0.209342334 -0.023516303 -0.1214753404 -0.0322964832  0.0062237682
## HMG_40  0.183567540 -0.027444119 -0.0979834720 -0.0515680886  0.0283349780
## HMG_41  0.179930970  0.048802355 -0.0868119140 -0.0516967886  0.0054516571
## HMG_42  0.144815346  0.078326230 -0.0747287561 -0.0453906022 -0.0189678263
## HMG_43  0.027811326 -0.021840153 -0.0021914077 -0.0150988542  0.0042730137
## HMG_44  0.007134366 -0.039370961  0.0578956579 -0.1292919237  0.0557528677
## HMG_45  0.014710985 -0.021589331  0.0192464914 -0.0539590074  0.0211933803
## HMG_46  0.012269252 -0.019017828  0.0141386708 -0.0452419442  0.0161017491
## HMG_47 -0.052148299 -0.005894512  0.0106468135  0.0286693650 -0.0715034871
## HMG_48 -0.026070714 -0.023645223 -0.0191055165  0.0657523164 -0.0904238350
## AVG_49  0.033675978  0.040977451 -0.0801435778  0.1246235055 -0.0317385487
## AVG_50  0.054640657  0.126759996  0.1362093045  0.2992333804  0.4120500384
## AVG_51  0.115681941  0.301717103  0.2907211950 -0.1782839939  0.0073048066
## AVG_52  0.023254789 -0.084320183  0.0971627158  0.1409258568 -0.1368500645
## AVG_53 -0.149658156  0.052784766 -0.3357123424 -0.1858474651  0.2348093441
## AVG_54 -0.079512593  0.163175738  0.0563820100  0.0172478414 -0.0542145822
## AVG_55 -0.171782999 -0.105529649  0.1050580234  0.0399490080  0.0163836316
## AVG_56 -0.167225397 -0.071991414  0.1365241608  0.0406912031 -0.0011876716
## AVG_57 -0.224693602 -0.058375679  0.1326272046  0.0316354317  0.0307653247
## AVG_58 -0.230482527 -0.040880307  0.1077962975  0.0179395327  0.0474481486
## AVG_59 -0.014984589  0.041728187 -0.0544724037  0.1057743202 -0.0814425119
## AVG_60  0.003767005  0.037927780 -0.0574619062  0.1148555728 -0.0621857739
## AVG_61 -0.001008659  0.051062347 -0.0627903768  0.1208221754 -0.0511075375
## AVG_62  0.010041629  0.049754765 -0.0668286416  0.1252812515 -0.0435326090
## AVG_63  0.182496790 -0.164924598  0.0106176897 -0.0141045858  0.0545910644
## AVG_64  0.153129758 -0.167926005  0.0258992882 -0.0329648432  0.0832672418
## AVG_65  0.153883856 -0.120019437  0.0541658080 -0.0260965597  0.0631112221
## AVG_66  0.124554037 -0.086829716  0.0621609784 -0.0244931528  0.0376554707
## AVG_67  0.042559670  0.027915355 -0.0664482771  0.1209712761 -0.0329036623
## AVG_68  0.037603208  0.038203658 -0.0648041352  0.1206052800 -0.0277744186
## AVG_69  0.034636484  0.040281146 -0.0669537282  0.1255644166 -0.0287407203
## AVG_70  0.032381138  0.040707646 -0.0675757012  0.1232359285 -0.0340232697
## AVG_71 -0.021289441  0.117221857 -0.0671445389  0.1032899786 -0.1440350262
## AVG_72  0.000218578  0.096711867 -0.0853423666  0.1029646393 -0.1522139863
## STD_73  0.001011488  0.044210291 -0.0116919239  0.0930625926  0.1424355963
## STD_74  0.016452645  0.096471986  0.0600004023  0.2779069397  0.4130504420
## STD_75  0.018107582  0.040476872  0.0225213976 -0.0330004861 -0.0112427511
## STD_76  0.006607258 -0.060005503  0.0668840343  0.1165955327 -0.1242538635
## STD_77 -0.020886370  0.187885291 -0.3143994158 -0.1317772910  0.0530023572
## STD_78 -0.023947845  0.055290615  0.0383835365 -0.0174800547  0.0165564955
## STD_79 -0.105771713 -0.027352288  0.0821044067  0.0365066275 -0.0050067290
## STD_80 -0.121459574 -0.004011768  0.0701901425  0.0276491325 -0.0126549024
## STD_81 -0.114285951  0.070856936  0.0384733876  0.0008371296 -0.0308697788
## STD_82 -0.090489287  0.106469091 -0.0004205600 -0.0216787366 -0.0334828737
## STD_83 -0.013754861 -0.122608069  0.0476094017 -0.2209463570 -0.2440963120
## STD_84 -0.012629574 -0.112029875  0.0417943219 -0.1982966928 -0.2157027271
## STD_85 -0.010548659 -0.084434099  0.0285691135 -0.1454098027 -0.1546229910
## STD_86 -0.007425210 -0.053578926  0.0201417850 -0.0839876656 -0.0835919809
## STD_87 -0.026608051 -0.154168520  0.1007780074  0.0614802684  0.0382254925
## STD_88 -0.030215645 -0.113240107  0.0894393724  0.0458822616  0.0301297564
## STD_89 -0.046641652 -0.046840259  0.0593467516  0.0309978782  0.0123269115
## STD_90 -0.045827253 -0.007815546  0.0522690072  0.0139930382 -0.0062955660
## STD_91 -0.001187324 -0.017801723  0.0342999400 -0.0099062177  0.0390941981
## STD_92 -0.000522929  0.004899426  0.0273097500  0.0206255386  0.0831032193
## STD_93  0.002207570  0.029834940  0.0071431328  0.0764636251  0.1291124905
## STD_94 -0.003801033 -0.039238559  0.0329514956 -0.0515881268 -0.0224759494
## STD_95 -0.034037910  0.237121043 -0.2273289917 -0.0904457755 -0.0085314765
## STD_96 -0.029692497  0.238006659 -0.2138111670 -0.0902671424 -0.0007487589
##                 PC11         PC12          PC13          PC14         PC15
## HST_1  -9.605591e-04  0.014133064 -0.0241690883  1.428277e-02 -0.003444626
## HST_2   4.057775e-02  0.195343106 -0.1109653958 -4.733886e-01 -0.122397126
## HST_3  -2.360865e-03 -0.241532344  0.0665027600  1.285957e-02  0.037218285
## HST_4  -1.951316e-01  0.047242514  0.1449540248  1.825184e-02 -0.130762362
## HST_5  -8.142804e-02 -0.234143701 -0.0861593942 -1.298439e-01 -0.069880105
## HST_6  -8.406310e-02  0.132892734  0.0755448938  2.312934e-02 -0.094748274
## HST_7  -1.252130e-03  0.026361644  0.1118305681  1.209469e-01 -0.017082713
## HST_8  -3.841773e-04  0.053995802  0.1546648313  5.031334e-02  0.121958177
## HST_9  -1.369724e-02  0.025767261  0.2478529293 -7.998429e-02  0.168178777
## HST_10 -1.303365e-02  0.014448067  0.2480810109 -1.494460e-01  0.217980562
## HST_11 -5.156479e-02  0.141371077  0.0529644985  8.526828e-02 -0.004555966
## HST_12 -1.286517e-02  0.047003678  0.0113917651  3.072202e-02 -0.001903665
## HST_13 -1.476269e-02  0.042915832  0.0110326706  2.794101e-02 -0.005077732
## HST_14 -5.511639e-03  0.022339217 -0.0036289670  1.571847e-02 -0.003750024
## HST_15 -9.432360e-03 -0.070894610  0.3200748619  4.446503e-04 -0.181211559
## HST_16 -1.188986e-02 -0.005313223  0.1714945374 -4.513689e-03 -0.009594207
## HST_17 -2.305069e-03  0.065353107  0.0527585195 -7.889274e-02  0.226406690
## HST_18  1.101785e-03  0.101373141  0.0375173027 -1.116094e-01  0.353764080
## HST_19 -1.417704e-06  0.015896555 -0.0115736874  1.064795e-02 -0.011129855
## HST_20 -4.983784e-02  0.139490843  0.0317930176  7.029347e-02  0.002292644
## HST_21 -1.454267e-02  0.052447509 -0.0070027131  2.130715e-02  0.003057409
## HST_22 -9.585318e-03  0.038608770 -0.0130319592  1.599242e-02  0.003077289
## HST_23  1.545946e-02 -0.053128121 -0.1053672171  1.086500e-01 -0.013548445
## HST_24  3.030922e-02 -0.079604922 -0.1312021638  1.231806e-01  0.011610977
## HMG_25 -5.262872e-03  0.022883365  0.0023213521  1.579256e-02  0.035851239
## HMG_26  3.552894e-02  0.189439465 -0.1144746769 -4.868197e-01 -0.159581901
## HMG_27 -5.005798e-03 -0.280242317  0.0313177312  4.430875e-02  0.011247466
## HMG_28 -1.754774e-01  0.074701339  0.0584174560  1.782390e-02 -0.117742946
## HMG_29 -8.030659e-02 -0.228748592 -0.0145836345 -1.281538e-01  0.067317840
## HMG_30 -8.325752e-02  0.150675873  0.1319400321  8.390775e-03 -0.032880893
## HMG_31 -2.199674e-02  0.061433072 -0.0672472426  1.388696e-01 -0.213951541
## HMG_32 -1.723822e-02  0.066546207 -0.0659488660  8.103754e-02 -0.149284277
## HMG_33 -2.166431e-02  0.040775926  0.0067229344 -4.735306e-02 -0.103362627
## HMG_34 -2.361627e-02  0.028877161  0.0292989080 -1.215442e-01 -0.032659392
## HMG_35 -5.381465e-02  0.148893302  0.0681544025  8.167072e-02  0.013238934
## HMG_36 -1.570854e-02  0.054308957  0.0266602134  2.935757e-02  0.017468969
## HMG_37 -1.880901e-02  0.052052099  0.0339243783  2.621508e-02  0.027167541
## HMG_38 -1.031663e-02  0.032423505  0.0214361299  1.480937e-02  0.031052416
## HMG_39 -4.608720e-02 -0.046995261  0.1091591772  5.303797e-02 -0.361913026
## HMG_40 -3.923620e-02  0.005063906 -0.0297218492  4.667901e-02 -0.193329382
## HMG_41 -2.648015e-02  0.068358819 -0.1552083636 -3.668998e-02  0.034071473
## HMG_42 -1.992446e-02  0.095577408 -0.1848509255 -6.551740e-02  0.135608561
## HMG_43 -2.062130e-03  0.021528466  0.0032684319  6.348977e-03  0.008394577
## HMG_44 -5.172718e-02  0.143636323  0.0501696370  6.523931e-02  0.028833772
## HMG_45 -1.794362e-02  0.060474007  0.0148632917  1.815945e-02  0.034583272
## HMG_46 -1.372967e-02  0.048245896  0.0135795201  1.367378e-02  0.039500964
## HMG_47  2.238326e-02 -0.044735140 -0.0034874677  8.893906e-02  0.124878642
## HMG_48  4.014054e-02 -0.080487539 -0.0325174981  1.061645e-01  0.152165647
## AVG_49  4.211560e-02 -0.108189146 -0.0375173726 -5.391353e-02 -0.012444975
## AVG_50 -3.932747e-02  0.122500098  0.0315953248 -7.671702e-04  0.004264274
## AVG_51 -1.947605e-03 -0.288080257 -0.0035318792  9.497332e-02  0.056799036
## AVG_52 -6.304152e-01 -0.109743222 -0.0147184695 -7.525940e-02  0.046075862
## AVG_53 -8.336035e-02 -0.224150406  0.0203004957 -1.817172e-01 -0.041316965
## AVG_54  7.015928e-03 -0.047024528  0.1104758997 -7.948491e-02 -0.146805476
## AVG_55  1.965384e-02 -0.076765727 -0.1701077537  1.348640e-01 -0.115891507
## AVG_56  3.021961e-02 -0.089101140 -0.1805144949  9.735390e-02 -0.039149200
## AVG_57  1.737203e-02 -0.104896439 -0.1194312016 -2.336321e-02 -0.007301000
## AVG_58  1.052156e-02 -0.095523112 -0.0974772246 -8.289033e-02  0.048278096
## AVG_59  4.878753e-02 -0.124348754 -0.0321172114 -8.418433e-02 -0.050647899
## AVG_60  4.780519e-02 -0.120088892 -0.0350589091 -7.400862e-02 -0.031377210
## AVG_61  4.368672e-02 -0.124531424 -0.0252698013 -7.508745e-02 -0.031008960
## AVG_62  4.353778e-02 -0.120434074 -0.0281231124 -6.974392e-02 -0.024142763
## AVG_63  1.040050e-02 -0.149082743  0.0890687220  6.848840e-02 -0.236482565
## AVG_64  1.232335e-02 -0.098616418 -0.1103412856  7.031282e-02 -0.072656488
## AVG_65  2.155442e-02 -0.049700187 -0.2295066696  1.273985e-02  0.128152371
## AVG_66  2.400002e-02 -0.025668050 -0.2618416394 -1.648282e-02  0.229132279
## AVG_67  4.386658e-02 -0.104027527 -0.0358702658 -4.957942e-02 -0.018547289
## AVG_68  4.187774e-02 -0.108444447 -0.0395020343 -5.058130e-02 -0.014756428
## AVG_69  4.213873e-02 -0.109518137 -0.0419611019 -5.624084e-02 -0.010934461
## AVG_70  4.330920e-02 -0.110208931 -0.0408030372 -5.900384e-02 -0.010628403
## AVG_71  4.827823e-02 -0.080347441  0.1062340256  6.777070e-03  0.013764401
## AVG_72  5.402586e-02 -0.077605510  0.0988020444  3.191367e-02  0.049310788
## STD_73 -3.526064e-02 -0.013673539  0.0061440284  9.466920e-02  0.025305938
## STD_74 -7.005521e-02  0.063387927  0.0798483865  2.399040e-01  0.068411548
## STD_75 -5.003253e-03 -0.060644779  0.0059900122  4.409312e-02  0.036478368
## STD_76 -6.254530e-01 -0.109446484 -0.0562720104 -9.039305e-02  0.079123657
## STD_77 -8.254362e-02 -0.008063041 -0.1200081225  4.438868e-02 -0.036962010
## STD_78 -5.781177e-03  0.047619742 -0.0249290724 -6.355805e-02 -0.265872374
## STD_79  8.157779e-02 -0.028877674  0.0111410689  6.335053e-03 -0.037058095
## STD_80  7.129003e-02 -0.022057250 -0.0106014805  1.755301e-05 -0.021833029
## STD_81  2.138914e-02  0.005404228 -0.0787824194  7.625314e-03 -0.043072696
## STD_82 -1.004802e-02  0.035983453 -0.1074811123  2.807294e-02 -0.021992900
## STD_83  3.585644e-02  0.036771084 -0.0031180906 -1.111836e-01 -0.019746868
## STD_84  3.100910e-02  0.028181795 -0.0039581099 -9.802231e-02 -0.016765210
## STD_85  2.081818e-02  0.011903210 -0.0041240478 -6.925507e-02 -0.011510360
## STD_86  9.485158e-03  0.002104037 -0.0001239693 -3.367788e-02 -0.005307733
## STD_87  7.360597e-02 -0.120960854  0.2567852097 -7.813866e-02 -0.001101086
## STD_88  6.085252e-02 -0.078695635  0.1805176758 -6.785300e-02  0.017380418
## STD_89  4.950262e-02 -0.003578966  0.0536036452 -6.104930e-02  0.068041224
## STD_90  6.562926e-03  0.016502971  0.0347496707 -6.301330e-02  0.091546571
## STD_91 -1.408653e-02  0.031577868  0.0179564339  5.439237e-02  0.018706507
## STD_92 -2.437868e-02  0.032062807  0.0162363768  8.078119e-02  0.022378876
## STD_93 -2.884110e-02 -0.005787607  0.0162052121  8.706639e-02  0.025450164
## STD_94 -3.205005e-03  0.020180073  0.0141390871  1.102331e-02  0.011790781
## STD_95 -8.215363e-02  0.148670517 -0.1922601161  1.097953e-01 -0.035566895
## STD_96 -8.312585e-02  0.158031980 -0.1929274650  1.110424e-01 -0.046858746
##                 PC16         PC17          PC18         PC19          PC20
## HST_1   0.0280753188 -0.031741571  0.0179386411 -0.014332417  3.368496e-03
## HST_2   0.2637455420  0.005903115 -0.0374165178  0.026654837  4.936752e-02
## HST_3   0.1008431977 -0.002382110 -0.0362287422 -0.001457091 -1.087241e-01
## HST_4   0.0029312011 -0.332442136 -0.4924150539 -0.160527367 -4.870665e-03
## HST_5  -0.0038131740 -0.071013107  0.0391160849 -0.142665285  2.133745e-02
## HST_6  -0.2076652593  0.088566257  0.0161498157 -0.107141468 -9.551146e-03
## HST_7   0.2809028363  0.258015727 -0.0795302588 -0.151736219  2.703503e-02
## HST_8   0.2003029912  0.194333144 -0.0920423710 -0.082475354  2.182503e-02
## HST_9   0.0430404906 -0.003797468 -0.0537155474  0.136462257  1.823528e-02
## HST_10 -0.0665572417 -0.110146510 -0.0246143305  0.218296860  1.796799e-02
## HST_11  0.0119834693 -0.021619726  0.0484594061 -0.023111395 -3.742683e-03
## HST_12  0.0108201742 -0.021210915  0.0283317499 -0.020313469  1.381152e-03
## HST_13 -0.0006305704 -0.027894577  0.0282155276 -0.014362544  1.170524e-03
## HST_14  0.0052699666 -0.029083742  0.0228100646 -0.013177910  2.979573e-03
## HST_15  0.0919705739 -0.015739800  0.0134315013  0.209424282  4.073971e-03
## HST_16  0.0995001967  0.117898673 -0.0450512886  0.020238318  4.644435e-03
## HST_17 -0.0055884532  0.109291906 -0.0543534609 -0.077720726 -2.205885e-03
## HST_18 -0.0464169372  0.083650099 -0.0732931259 -0.078409570 -4.722982e-03
## HST_19  0.0280812022 -0.036642382  0.0254275378  0.001752729  4.742613e-03
## HST_20  0.0281894680 -0.042256566  0.0501860669 -0.006943228 -3.175811e-03
## HST_21  0.0180639669 -0.028985967  0.0267718097 -0.017317249  1.931532e-03
## HST_22  0.0179057203 -0.030397973  0.0231279514 -0.016539926  2.239236e-03
## HST_23  0.0406351159 -0.107317864  0.0502013277 -0.091083168  2.042505e-02
## HST_24  0.0927571162 -0.144681865  0.0550118932 -0.079465391  1.792733e-02
## HMG_25  0.0496564945 -0.011290122 -0.0217637602  0.037453008 -8.315527e-04
## HMG_26  0.2923855253  0.000540603 -0.0415121886  0.049743848  4.496023e-02
## HMG_27  0.0533407404 -0.042967198  0.0055864073 -0.071650175 -1.090339e-01
## HMG_28 -0.0592510651 -0.340847244 -0.4915735448 -0.312941701  3.654306e-02
## HMG_29  0.0833737835  0.008427568 -0.0830371804 -0.032052476  9.439068e-03
## HMG_30 -0.2009610467  0.137364588 -0.0439687352  0.020994579 -2.243564e-02
## HMG_31  0.1733890575  0.106555232  0.1119816307 -0.228975518  1.754269e-02
## HMG_32  0.0779099295  0.011763685  0.1456575669 -0.190534469  8.898092e-03
## HMG_33 -0.0693656396 -0.177021694  0.1920597199 -0.023973389  7.273134e-03
## HMG_34 -0.1602670895 -0.272898927  0.1974411287  0.040581083  1.186912e-02
## HMG_35  0.0195791381 -0.009824614  0.0267785377  0.020808244 -7.008383e-03
## HMG_36  0.0190932812 -0.011043360  0.0071806669  0.020682437 -1.979097e-03
## HMG_37  0.0141598649 -0.012813379 -0.0046565502  0.041861141 -3.351412e-03
## HMG_38  0.0217517415 -0.012785210 -0.0119149495  0.042415311 -1.598168e-03
## HMG_39 -0.0147014886 -0.156506583  0.1744692464  0.162850193 -8.081599e-05
## HMG_40 -0.0132634038 -0.034082467  0.1174155280 -0.061665387  6.175213e-04
## HMG_41 -0.1391123114 -0.069666891  0.1352476182 -0.180464232 -9.423465e-03
## HMG_42 -0.1865133914 -0.102575240  0.1281422937 -0.194511375 -1.228278e-02
## HMG_43  0.0337297790 -0.022881141  0.0022733119  0.036077153  1.677800e-03
## HMG_44  0.0376636962 -0.027179330  0.0205197994  0.035591106 -6.961929e-03
## HMG_45  0.0314072050 -0.012625415 -0.0053536117  0.028906251 -2.333378e-03
## HMG_46  0.0344008822 -0.010624700 -0.0147611358  0.035822937 -2.688909e-03
## HMG_47  0.0960263186 -0.022943114 -0.0661190519  0.125914140  2.471116e-03
## HMG_48  0.1527933116 -0.065523293 -0.0555176474  0.128292932  2.443976e-04
## AVG_49 -0.0153408387  0.028842856 -0.0182118956 -0.019933075  3.821699e-03
## AVG_50  0.0816350184 -0.047094710  0.0296044827  0.008464031  4.844693e-03
## AVG_51  0.0916029376 -0.031721272 -0.0166162306  0.021248354  9.847071e-02
## AVG_52  0.0213232180  0.068639951  0.0646118625  0.022926617 -3.388644e-03
## AVG_53  0.0581670941 -0.002509071  0.0263406951 -0.197080362 -2.035437e-02
## AVG_54 -0.3078678630  0.240583448 -0.0778399333 -0.010268028 -8.969860e-03
## AVG_55  0.1576409897  0.168792757 -0.1532545050 -0.028773821 -1.269324e-02
## AVG_56  0.0748658015  0.082069255 -0.1528303553  0.043579936 -2.272644e-02
## AVG_57 -0.0640187069 -0.103380675 -0.1141442865  0.225505447 -1.749201e-02
## AVG_58 -0.1404432707 -0.212738139 -0.0850442025  0.305636135 -1.242977e-02
## AVG_59 -0.0734716873  0.081232312 -0.0523459337 -0.015741153 -3.334725e-03
## AVG_60 -0.0509916428  0.050282609 -0.0364266039 -0.013200037 -3.828158e-05
## AVG_61 -0.0673524018  0.053133701 -0.0401608758 -0.006933985 -1.226907e-03
## AVG_62 -0.0549894876  0.045095193 -0.0335956080 -0.009130480  4.526943e-04
## AVG_63  0.0108173762 -0.071973317 -0.0034077020  0.244884638  4.305286e-03
## AVG_64  0.0254369370  0.053953894 -0.0880384005  0.060247099  1.265453e-03
## AVG_65 -0.0818917533  0.025080973 -0.0987631288 -0.006959072 -8.256839e-03
## AVG_66 -0.1313581711 -0.011035333 -0.1016820984 -0.011761720 -1.148730e-02
## AVG_67 -0.0209837538  0.019140796 -0.0109671698 -0.007363201  6.626948e-03
## AVG_68 -0.0256388374  0.031028616 -0.0178641464 -0.018014044  4.713679e-03
## AVG_69 -0.0339654561  0.034091126 -0.0214162992 -0.022602593  4.546509e-03
## AVG_70 -0.0305298615  0.031591526 -0.0206382185 -0.021161165  4.206035e-03
## AVG_71 -0.0084008683 -0.002650903  0.0561906553 -0.040215835 -2.853621e-02
## AVG_72  0.0615755350 -0.057599823  0.0864071635 -0.045076576 -3.406710e-02
## STD_73 -0.0383395573  0.004843479 -0.0177300638 -0.002063980 -3.050267e-03
## STD_74 -0.0501925787 -0.038973960  0.0519914198 -0.013510557 -5.215836e-03
## STD_75 -0.0223054219 -0.015005367  0.0347400389 -0.008059117  9.720270e-01
## STD_76  0.0368321907  0.150395632  0.1859823216  0.076497180 -1.459698e-02
## STD_77  0.0954492133  0.036073410 -0.0432729602  0.025437776 -2.049703e-02
## STD_78 -0.3991586021  0.382564681 -0.1927932928  0.069002163  5.881784e-02
## STD_79  0.0276995847  0.025116883  0.0602702844 -0.098300101 -1.776784e-02
## STD_80  0.0065301447 -0.043981499  0.0639363696 -0.044564528 -2.433958e-02
## STD_81 -0.0247293846 -0.083696502  0.0886280848 -0.002447046 -2.208349e-02
## STD_82 -0.0247790713 -0.090435660  0.0788038140  0.047120769 -1.423893e-02
## STD_83  0.0641160344 -0.025182037  0.0152959084  0.012145026  3.153077e-03
## STD_84  0.0533628182 -0.021998928  0.0107346826  0.009645287  2.319935e-03
## STD_85  0.0298173430 -0.012631341  0.0006225092  0.005898125  8.629895e-04
## STD_86  0.0079867608 -0.005142479 -0.0045216072  0.003741630 -2.290588e-04
## STD_87  0.0060832869  0.016419328  0.0239065564 -0.114306589  6.120511e-03
## STD_88 -0.0175193694  0.013595255  0.0108662221 -0.105878150  9.173824e-03
## STD_89 -0.0409662886 -0.010220324  0.0277998274 -0.099905919  7.995420e-03
## STD_90 -0.0370065536 -0.017555226  0.0396990402 -0.080359445  1.372135e-02
## STD_91 -0.0011933836 -0.014729452  0.0171701468  0.005861688 -6.577438e-05
## STD_92 -0.0116461164 -0.008174994  0.0115126855  0.008558967  3.541344e-05
## STD_93 -0.0526537026  0.008529178 -0.0048624782 -0.014513662 -2.108102e-03
## STD_94  0.0029343352 -0.013227949  0.0099395191 -0.003662381  2.409692e-04
## STD_95  0.0809023055  0.032021599 -0.1148148063  0.231033325  2.087631e-02
## STD_96  0.0598120692  0.052709591 -0.1273264582  0.232477323  2.333071e-02
##                PC21          PC22          PC23          PC24         PC25
## HST_1  -0.025830488  0.0528279537 -0.0054228991  0.0152100286 -0.052951320
## HST_2   0.033955896  0.0432012761 -0.1009664760  0.0742414744 -0.141368112
## HST_3  -0.068928300 -0.0571552695  0.0381199982 -0.0569565000  0.067793246
## HST_4  -0.050540899 -0.0555719017  0.4077406638  0.5800382742 -0.014896794
## HST_5  -0.053932725  0.1111728228 -0.1371156292  0.1096202207  0.076482301
## HST_6   0.292542197 -0.1004828723 -0.2037237206  0.1517781013 -0.153227099
## HST_7  -0.003919999  0.0534747947 -0.0554707831  0.0159419437  0.014311361
## HST_8  -0.033655958  0.0509399596 -0.0897269074  0.0702289247 -0.055605615
## HST_9  -0.023810852  0.0805314705 -0.0777180465  0.0239110993 -0.028942998
## HST_10 -0.015001663  0.0936171084 -0.0269029264 -0.0359224577  0.029411519
## HST_11  0.021174933  0.0276332959  0.0460668415 -0.0269629394 -0.092876039
## HST_12  0.007986067  0.0404479490 -0.0054284432  0.0110112812 -0.061936548
## HST_13  0.016147453  0.0438551812 -0.0151483507  0.0164330952 -0.065720802
## HST_14  0.003995167  0.0493046379 -0.0211571073  0.0213774753 -0.058316393
## HST_15 -0.071242348 -0.0623302841 -0.1487959591  0.0309009676 -0.162347550
## HST_16 -0.047635414 -0.0279690352 -0.1477936818  0.0083499289 -0.056538484
## HST_17 -0.073629148 -0.0274509956 -0.0955343945  0.0598864669 -0.106175627
## HST_18 -0.104807922 -0.0422105268 -0.0910927896  0.0798727213 -0.125638251
## HST_19 -0.028436595  0.0539461065 -0.0162945697  0.0126249263 -0.061062655
## HST_20 -0.019840206  0.0413929929  0.0568849724 -0.0387928656 -0.099029401
## HST_21 -0.017533820  0.0470187581  0.0036377471  0.0055386311 -0.068361310
## HST_22 -0.017595928  0.0484700008 -0.0028409122  0.0114326050 -0.064700469
## HST_23  0.036921209  0.2250106125 -0.1947412280  0.1361600096 -0.222345337
## HST_24 -0.028778775  0.2788276522 -0.1638431248  0.1133385754 -0.221277177
## HMG_25 -0.070103830  0.0034288738  0.0423891639 -0.0317055305  0.051776050
## HMG_26  0.007974640 -0.0152441931  0.0831966868 -0.0719414302  0.085604973
## HMG_27  0.021020882  0.0951102600  0.0061629187  0.0020487482 -0.117944958
## HMG_28 -0.040745535 -0.0047479545 -0.3825809692 -0.5565962009  0.057242995
## HMG_29 -0.146994481 -0.0571054756 -0.0742147419  0.0948886604  0.258073023
## HMG_30  0.214605924 -0.2704111967 -0.0582831189  0.0371666808  0.154313844
## HMG_31 -0.006998824  0.0289063523  0.0378254512  0.0155450088  0.166724048
## HMG_32  0.006151358  0.0413225899  0.0613610610  0.0253068512  0.133501331
## HMG_33  0.042123458  0.0935964830  0.0322231933 -0.0047660488  0.051835305
## HMG_34  0.052966595  0.1349066475  0.0368040781 -0.0353661885  0.019076925
## HMG_35 -0.012405920 -0.0239379171  0.0989641369 -0.0734202046  0.029238647
## HMG_36 -0.022812934 -0.0047505526  0.0420114047 -0.0312587761  0.044798433
## HMG_37 -0.028325147 -0.0145677094  0.0450054828 -0.0394087864  0.066902791
## HMG_38 -0.041529934 -0.0072605826  0.0374922986 -0.0334522697  0.068338537
## HMG_39 -0.065622028 -0.0540050864 -0.0519264098  0.0573398337  0.030388644
## HMG_40 -0.021736817 -0.0035845116 -0.0495843578 -0.0157761326  0.146496613
## HMG_41 -0.043014579 -0.0028295112  0.0283489792  0.0112265993  0.107530857
## HMG_42 -0.045070826  0.0039697968  0.0346115685  0.0101141436  0.077231824
## HMG_43 -0.058964941  0.0106691949  0.0284507488 -0.0249306750  0.033668783
## HMG_44 -0.058601091 -0.0065348815  0.1070126713 -0.0828467650  0.008977034
## HMG_45 -0.060197349 -0.0038490288  0.0565437158 -0.0427375203  0.045286008
## HMG_46 -0.066206011 -0.0073520667  0.0536852867 -0.0413256630  0.053431650
## HMG_47 -0.088036443 -0.0074319522 -0.0061963494 -0.0114197008  0.234962017
## HMG_48 -0.148015647  0.0690304004  0.0082298064 -0.0153154842  0.202712518
## AVG_49  0.028051011 -0.0138846970 -0.0506911786  0.0366189714  0.011862260
## AVG_50 -0.094103263  0.0023503417  0.0909760059 -0.0681367659  0.049027187
## AVG_51 -0.023148612  0.1428472126 -0.0635372133  0.0281107755  0.082769627
## AVG_52  0.029515845  0.0324090857  0.0172465025 -0.0222140772  0.016201631
## AVG_53 -0.019987085 -0.0347132688  0.1655099734 -0.1023753193 -0.121581382
## AVG_54  0.020579757 -0.1551580026  0.0832558084 -0.0707927665  0.057982827
## AVG_55  0.005436721 -0.1168931883  0.0567541732 -0.0306353798 -0.044067625
## AVG_56  0.001698329 -0.1220304508  0.0699070190 -0.0428414451 -0.086938061
## AVG_57  0.016970596 -0.0613441357  0.0174344542 -0.0410967003 -0.115350778
## AVG_58  0.028367768  0.0084933569 -0.0065106284 -0.0384069893 -0.116155880
## AVG_59  0.089153304 -0.0956939803 -0.0603752965  0.0376940849  0.030333331
## AVG_60  0.058709502 -0.0568291547 -0.0572066491  0.0378636283  0.017978307
## AVG_61  0.073272817 -0.0691174452 -0.0593572559  0.0360926278  0.020609362
## AVG_62  0.058369247 -0.0509895075 -0.0575146213  0.0361017806  0.020738870
## AVG_63  0.089909259  0.0135097126  0.0388975841 -0.0456104426  0.011056899
## AVG_64  0.109634317  0.0234086441  0.0684083654 -0.0874628432  0.082224641
## AVG_65  0.073585741  0.0025609271  0.1297775028 -0.0459807932  0.032924214
## AVG_66  0.052206504 -0.0026091305  0.1462316693 -0.0325335665 -0.009442907
## AVG_67  0.026935543 -0.0009926568 -0.0555176236  0.0376709765  0.017761033
## AVG_68  0.039270251 -0.0079457889 -0.0516244509  0.0334107633  0.024142779
## AVG_69  0.042831604 -0.0148601813 -0.0588518147  0.0436631302  0.018729173
## AVG_70  0.038596375 -0.0149754140 -0.0568654066  0.0418545021  0.019042701
## AVG_71 -0.030025604 -0.0950216180  0.1902427744 -0.1527962703  0.025558556
## AVG_72 -0.080122728 -0.0187982543  0.2179598173 -0.1690017308  0.010572133
## STD_73  0.070639322 -0.0278062163 -0.0626122431  0.0578394604 -0.072311371
## STD_74 -0.097145949  0.0068843372  0.0318539895 -0.0233051361  0.003046685
## STD_75  0.005683423 -0.1103569040  0.0646759477 -0.0148923662 -0.038373938
## STD_76 -0.046024551 -0.0297418107 -0.0082286352 -0.0215849559 -0.039235750
## STD_77  0.162659154 -0.0160187106  0.2951478315 -0.2671899826 -0.471272534
## STD_78 -0.488863441  0.4846643505  0.0933785430 -0.0350797551 -0.067961885
## STD_79 -0.131533675 -0.1455025150 -0.0100643267 -0.0116008696 -0.126834923
## STD_80 -0.178497462 -0.1905434188 -0.0259052584  0.0093777512 -0.085058180
## STD_81 -0.271546536 -0.2367650908 -0.0714023683  0.0401219446 -0.052687833
## STD_82 -0.244056985 -0.2026277175 -0.1290979773  0.0649681097 -0.012781645
## STD_83 -0.078170509  0.0244124469  0.0600244985 -0.0463839799  0.047269444
## STD_84 -0.058393814  0.0168360883  0.0483446608 -0.0365559301  0.029100591
## STD_85 -0.018858913  0.0018034864  0.0194995399 -0.0128665564  0.001869719
## STD_86  0.003994440 -0.0088856804 -0.0006989199  0.0027173374 -0.013009269
## STD_87  0.229372252  0.1948922677  0.1451231674 -0.0812098081  0.038729653
## STD_88  0.223998499  0.2121238717  0.1153548076 -0.0694128035  0.087830298
## STD_89  0.105665183  0.1327495280  0.0403603202  0.0115930057  0.092738006
## STD_90  0.056603244  0.1220385005 -0.0152562351  0.0601443396  0.099991685
## STD_91 -0.015086569  0.0253495988  0.0064658506 -0.0096801960  0.010267219
## STD_92  0.013568124  0.0276296632 -0.0071805668 -0.0002212116 -0.009458533
## STD_93  0.059072405 -0.0060724111 -0.0596403901  0.0525587070 -0.033967317
## STD_94 -0.013920292  0.0127703561 -0.0025103937  0.0059626701  0.009063770
## STD_95  0.201413894  0.1299012209 -0.0890819258  0.0497544739  0.160893386
## STD_96  0.159758064  0.1481903679 -0.0718865970  0.0370091401  0.153659418
##                 PC26          PC27          PC28         PC29         PC30
## HST_1   9.051456e-03 -0.0620677123  0.0127175615 -0.001424589  0.001393938
## HST_2  -4.869925e-02  0.1895485831  0.0605304707 -0.130800784  0.541711504
## HST_3  -5.877251e-02  0.0418450723 -0.1778755561  0.005603255 -0.030552433
## HST_4  -6.628171e-02 -0.0260738457  0.0315426199  0.012512457  0.008493164
## HST_5   6.617913e-02 -0.0891840666  0.0523368256 -0.200699541 -0.086448284
## HST_6   3.357885e-02 -0.1067503434  0.0989972815  0.099421579 -0.046425221
## HST_7   9.022769e-02 -0.0102461756  0.1119508652 -0.051505307 -0.117158651
## HST_8   1.975028e-01 -0.0284572284  0.1403931045  0.031819077 -0.099664119
## HST_9   7.452267e-02 -0.0300557570  0.2587833062  0.023237860 -0.090411834
## HST_10 -1.814512e-02 -0.0099342987  0.2491196947 -0.044514637 -0.099663300
## HST_11 -9.845050e-03  0.0035146335  0.0311135503 -0.204076119 -0.055279053
## HST_12  1.726588e-02 -0.0596291486  0.0240208149 -0.054744819 -0.015017181
## HST_13  1.623603e-02 -0.0643096495  0.0181122467 -0.049761749 -0.013985121
## HST_14  1.595432e-02 -0.0699846867  0.0144427550 -0.018077102 -0.003996469
## HST_15  1.383957e-01  0.0203427869 -0.2540380897 -0.023293808  0.066057369
## HST_16 -4.510349e-01 -0.1136543561 -0.0417177418  0.050618358  0.066859570
## HST_17 -1.286014e-01 -0.0396167544 -0.2036236519 -0.040429334  0.052439643
## HST_18  1.204074e-01  0.0006533865 -0.1898469415 -0.011595790  0.074637307
## HST_19  5.304990e-03 -0.0556907693  0.0065339882 -0.000588670  0.002308716
## HST_20 -5.450225e-02  0.0219063807  0.0308691693 -0.177327213 -0.048376988
## HST_21 -1.347603e-02 -0.0363598799  0.0171044229 -0.054081338 -0.013647940
## HST_22 -9.677845e-05 -0.0482218000  0.0140853881 -0.032979246 -0.007062073
## HST_23 -9.333430e-03 -0.0721887071 -0.0229651698  0.067816616 -0.060965153
## HST_24 -3.332736e-02 -0.0351534017 -0.0448630032  0.065489090 -0.067606710
## HMG_25  6.530957e-04  0.0394579161 -0.0372216172  0.098938492  0.032652234
## HMG_26  3.148564e-02  0.0089766911  0.0281381165  0.061143227 -0.496851358
## HMG_27 -3.399878e-02 -0.0436656763 -0.0606496109 -0.076873499 -0.123780514
## HMG_28  6.382697e-02  0.0235734270 -0.0005199679 -0.022768241  0.027959278
## HMG_29  3.631915e-02  0.0506556857 -0.0468040366  0.006516458  0.110113901
## HMG_30  3.208080e-02  0.0669405581  0.0408164461  0.246718468  0.035028203
## HMG_31  2.529786e-02  0.0665525375 -0.0441169251 -0.018680852  0.138663684
## HMG_32  9.115956e-02  0.0713835505 -0.0660897916  0.080821310  0.142654449
## HMG_33 -2.533249e-02  0.0405368864 -0.0543094837  0.070603252  0.165188509
## HMG_34 -1.073120e-01  0.0247588640 -0.0281200418  0.018400731  0.107400360
## HMG_35 -1.555888e-02  0.0996113655 -0.0223212555 -0.111605969 -0.007943149
## HMG_36  1.107320e-02  0.0259573851 -0.0226357976  0.026495928  0.024516853
## HMG_37  6.639737e-03  0.0495787166 -0.0428348119  0.060010766  0.033186889
## HMG_38  6.391232e-03  0.0431871369 -0.0445962234  0.090818578  0.038330979
## HMG_39  2.588721e-01  0.0839938964 -0.0704309264  0.007594340 -0.131110820
## HMG_40 -3.750995e-01 -0.0478857979  0.1448838118  0.096616846 -0.153333745
## HMG_41 -5.719946e-02  0.0426541182 -0.0430361069  0.028952989 -0.140507851
## HMG_42  1.480805e-01  0.0732884629 -0.1248674719  0.057845246 -0.099572356
## HMG_43  3.294451e-03  0.0248146264 -0.0243564342  0.079118598  0.015246602
## HMG_44 -6.020287e-02  0.1161699678 -0.0164306500 -0.078425400 -0.029983836
## HMG_45 -1.989857e-02  0.0669388115 -0.0328097288  0.047851752  0.009304547
## HMG_46 -1.043229e-02  0.0654153583 -0.0499764450  0.077668682  0.018056823
## HMG_47 -1.952316e-02  0.1535343409 -0.0527898592  0.226067645  0.014424561
## HMG_48 -4.580952e-02  0.1625673165 -0.0471146800  0.183734784 -0.008216535
## AVG_49  1.061818e-02 -0.0123517634  0.0279272986  0.050267852  0.002101592
## AVG_50  7.812509e-02 -0.3117303372 -0.0320397494  0.093731355 -0.066184801
## AVG_51  7.700062e-02  0.0302973996  0.2164961614  0.071520810  0.142392576
## AVG_52  1.962232e-02  0.0153363239  0.0090395108  0.014049383  0.006087983
## AVG_53 -4.190397e-05 -0.0289007058 -0.0422019606  0.010281815  0.018334282
## AVG_54  3.670309e-03 -0.1403992603 -0.0695354122 -0.132972738  0.047518958
## AVG_55 -4.010568e-02  0.0002668094 -0.1576931745 -0.054532978 -0.061639607
## AVG_56  3.046688e-02 -0.0132491758 -0.1446856685 -0.007535654 -0.026842272
## AVG_57 -7.380524e-02 -0.0237230980 -0.1720944498  0.001012383 -0.024435376
## AVG_58 -1.502107e-01 -0.0231862070 -0.1696343337 -0.003270530 -0.070087540
## AVG_59  4.857034e-03 -0.0058765242 -0.0438587353 -0.022067766 -0.055327884
## AVG_60  1.366872e-02 -0.0269728886 -0.0179461952  0.028582722 -0.024671241
## AVG_61  3.481078e-03  0.0021802282 -0.0193995119  0.013695498 -0.025415223
## AVG_62  6.808820e-03 -0.0091941032 -0.0068170782  0.028271009 -0.010650579
## AVG_63  3.640797e-01  0.0444549419  0.1349907138 -0.084026053  0.093823561
## AVG_64 -2.809922e-01 -0.1099642459  0.3488901289  0.023923055  0.071742739
## AVG_65  5.593377e-02 -0.0206392992  0.2037345290 -0.097544147  0.067103408
## AVG_66  2.692171e-01  0.0022355900  0.0977111328 -0.104101640  0.076354793
## AVG_67  2.365212e-02 -0.0368638906  0.0477155723  0.064235384  0.039331922
## AVG_68 -3.078843e-03 -0.0363173792  0.0568119220  0.041363800  0.037464288
## AVG_69  6.001345e-03 -0.0061019385  0.0434654147  0.033898431  0.020509931
## AVG_70  1.297201e-02 -0.0181576343  0.0353399432  0.039093396  0.019404809
## AVG_71 -3.652599e-02 -0.0835905249  0.0322586724 -0.313620144  0.021412827
## AVG_72 -4.643842e-02 -0.0558253457  0.0839599097 -0.323356234  0.026239194
## STD_73 -8.071865e-02  0.4381684618  0.0478772417 -0.164512289 -0.202760864
## STD_74  5.760805e-02 -0.2818135741 -0.0605944064  0.107784719  0.126129935
## STD_75 -3.039193e-02 -0.0092223048 -0.0582388222 -0.019225645 -0.030952692
## STD_76 -3.588040e-02 -0.0231283440 -0.0258651258 -0.028939403  0.003185028
## STD_77  5.540106e-02  0.1130315332  0.1169978514  0.404046588  0.015004311
## STD_78 -8.717021e-03  0.1123746670  0.0247034629  0.052555964 -0.015521501
## STD_79 -2.483523e-02  0.0287648842 -0.1087632723 -0.084497321 -0.018937669
## STD_80 -3.854736e-02  0.0007243750  0.0675261677  0.001976717  0.007762688
## STD_81 -2.678891e-02 -0.0029995638  0.2126180621  0.042228657  0.036464806
## STD_82 -2.016128e-02 -0.0445877478  0.2301190445  0.002190803  0.010017366
## STD_83  6.489162e-02 -0.3074898251 -0.0338123304  0.091911297  0.046031058
## STD_84  4.685943e-02 -0.2171737016 -0.0247473653  0.070583367  0.009940661
## STD_85  9.810239e-03 -0.0389527297 -0.0101610967  0.018669077 -0.054123454
## STD_86 -8.221591e-03  0.0581017790 -0.0037781065 -0.010761983 -0.094097479
## STD_87 -4.949561e-02  0.0457956763 -0.1248645503  0.063437108  0.027766551
## STD_88 -1.155631e-01  0.0033206246 -0.0426119573  0.069151673  0.031445563
## STD_89  4.209107e-02  0.0230069955 -0.0660261805 -0.022403146 -0.052266555
## STD_90  1.292587e-01  0.0195007377 -0.0349617639  0.012349742 -0.084805090
## STD_91  7.866580e-04 -0.0500923624  0.0006986163  0.023349774  0.127479362
## STD_92 -2.943195e-02  0.0630834909  0.0166950139 -0.019944439  0.126885353
## STD_93 -8.184074e-02  0.3538376178  0.0419737062 -0.124539761 -0.029013099
## STD_94 -1.291020e-02  0.0369027209  0.0106265816 -0.023324282  0.022774298
## STD_95 -2.355279e-02 -0.1045925993 -0.1172544589 -0.175510122 -0.013829356
## STD_96 -1.694919e-02 -0.1593891533 -0.1130859660 -0.165152102  0.024798833
##                 PC31          PC32          PC33         PC34          PC35
## HST_1  -3.736047e-02  0.0188671027  0.0291373195 -0.002961176 -0.0637888216
## HST_2   3.553661e-01 -0.0811678298 -0.0906512512 -0.066399589 -0.0716383216
## HST_3  -1.599363e-01  0.0292203918 -0.0108206242  0.105707547 -0.4072936109
## HST_4  -1.357498e-02  0.0335229917  0.0060250401 -0.016864473  0.0329153306
## HST_5   3.268595e-02 -0.0064286893  0.0888892554 -0.041378951  0.0309231312
## HST_6  -3.207248e-02  0.0842627199  0.0335397276 -0.038912388 -0.1555552558
## HST_7   1.352334e-01  0.0867812521 -0.0463304105  0.003063345  0.0181388820
## HST_8   8.860076e-02 -0.1014736764  0.1008278748  0.021895629 -0.0183487226
## HST_9   9.987051e-02 -0.0184520574  0.0510314371 -0.019927283  0.0102756810
## HST_10  1.296567e-01  0.1425963420 -0.0202181777 -0.082804328 -0.0378449881
## HST_11 -6.580493e-02 -0.0692974058 -0.0145299800  0.054639423  0.0744847940
## HST_12 -5.561457e-02 -0.0229870258  0.0041474896  0.016385632  0.0004156900
## HST_13 -5.784723e-02 -0.0235720096  0.0005279149  0.018131924  0.0168921031
## HST_14 -5.143759e-02 -0.0021135462  0.0078095265  0.008781682 -0.0151300230
## HST_15 -1.717086e-01 -0.0251441660  0.0228360570  0.016899533  0.0627999323
## HST_16 -1.564977e-01 -0.0548822192 -0.0503635742  0.033577937  0.0189158036
## HST_17 -1.609957e-01  0.1013051717 -0.1264505130  0.028969870  0.1201932469
## HST_18 -1.116986e-01 -0.1020622441  0.0860659103  0.014388397 -0.0663282604
## HST_19 -4.318583e-02  0.0268509935  0.0188259081  0.012223141 -0.0679835185
## HST_20 -4.826636e-02 -0.0240588210  0.0193963851  0.046140352 -0.0146128440
## HST_21 -4.197626e-02  0.0164644582  0.0236888328  0.021430054 -0.0409452048
## HST_22 -3.887601e-02  0.0125847191  0.0282041017  0.010446828 -0.0530067704
## HST_23 -2.792624e-02 -0.0143389120 -0.0277842558  0.008861829  0.0293416326
## HST_24 -1.768013e-02 -0.0093265998 -0.0283025426  0.016578231  0.0243119227
## HMG_25  7.275230e-02  0.0145053793 -0.0085173016 -0.038204643 -0.0124058303
## HMG_26 -2.923861e-01  0.0907214311  0.1338842477  0.111285927  0.0915560195
## HMG_27  3.130035e-01  0.0706566885  0.0437202536 -0.070490346 -0.1609886413
## HMG_28 -1.285428e-02  0.0175279420 -0.0052030692 -0.010069465 -0.0029151092
## HMG_29 -7.665693e-02  0.0055757064 -0.0139824779 -0.005755970 -0.0375424681
## HMG_30 -1.574019e-02  0.1232214490  0.0228659714 -0.068577007 -0.1382842129
## HMG_31 -1.378815e-01  0.0324627432 -0.1064072918  0.031045926 -0.0486995304
## HMG_32 -1.526454e-01 -0.0960310983  0.0418724827 -0.009541172 -0.0369027407
## HMG_33 -2.207305e-01 -0.0054231955  0.0057895595 -0.050723570 -0.0035063783
## HMG_34 -1.779989e-01  0.1405391053 -0.0674172378 -0.080145951 -0.0415578261
## HMG_35 -8.092695e-03 -0.0653452105 -0.0447816595  0.021899084  0.1157399790
## HMG_36 -2.798299e-03 -0.0201465973 -0.0220480651 -0.012505156  0.0355745196
## HMG_37  2.800292e-02 -0.0221416151 -0.0361379259 -0.021182187  0.0667688563
## HMG_38  4.563888e-02 -0.0032889749 -0.0301821609 -0.030897132  0.0386554501
## HMG_39  2.327673e-01 -0.0105034880 -0.0439109059  0.074478544  0.0367437084
## HMG_40  2.404809e-01 -0.0567253944 -0.0031197956  0.030713800  0.0103080156
## HMG_41  1.948235e-01  0.0637823154  0.0229161340 -0.031536553  0.1454606476
## HMG_42  1.796678e-01 -0.0897895014  0.2203394339 -0.077426769  0.0062638158
## HMG_43  7.604889e-02  0.0264496624 -0.0007847564 -0.021232478 -0.0185461619
## HMG_44  8.779649e-02 -0.0319346664 -0.0070219374  0.006219429  0.0472703027
## HMG_45  9.294658e-02  0.0101796297 -0.0050062889 -0.019663545  0.0188474036
## HMG_46  1.083887e-01  0.0004333411 -0.0087779178 -0.032549296  0.0171222772
## HMG_47  1.043801e-02  0.0384564276 -0.0112912514 -0.031896348 -0.0004314387
## HMG_48  1.885711e-02  0.0401470876  0.0093258361 -0.022664994 -0.0339736570
## AVG_49 -1.494058e-02  0.0262734524  0.0080425415 -0.044631645 -0.0805416535
## AVG_50 -3.318345e-02 -0.0575983867 -0.0772596071 -0.107858996  0.0115793852
## AVG_51 -1.418499e-01 -0.0778883926 -0.0530024148 -0.055317324  0.5789456878
## AVG_52  8.385465e-03 -0.0523350717 -0.0064712229  0.038070730 -0.0096482641
## AVG_53  3.371529e-02 -0.0250720829 -0.0476542730  0.056939231 -0.0086864052
## AVG_54  6.924523e-02 -0.1334108440 -0.0899776324  0.104937355  0.3409997952
## AVG_55  1.071252e-01  0.0745944812 -0.0520200630  0.024637697 -0.0420975736
## AVG_56  7.002466e-02 -0.1336365973  0.1187928491  0.061001134 -0.0079645495
## AVG_57  4.648757e-02 -0.1119326786  0.0276259307  0.093655591  0.0424170567
## AVG_58  7.263700e-02  0.0144410631 -0.0697291454  0.088679129  0.0208230320
## AVG_59  1.454903e-02 -0.0919294499 -0.0683385276 -0.018709332  0.0875735480
## AVG_60  9.176746e-05 -0.0515898441 -0.0385078979 -0.032453660  0.0192731510
## AVG_61  9.710148e-03 -0.0535833298 -0.0372999968 -0.019179060  0.0488709233
## AVG_62  7.008643e-03 -0.0222846001 -0.0193199678 -0.018600665  0.0165350690
## AVG_63 -8.642762e-02  0.0892602703 -0.0042780731 -0.062934625 -0.1260840827
## AVG_64 -5.963931e-02  0.0193676578 -0.0455875832 -0.032800698 -0.1264449836
## AVG_65 -1.091623e-01  0.1446859122 -0.1246881187 -0.057073753  0.0410498397
## AVG_66 -9.695500e-02 -0.0660501993  0.0706715176 -0.020199566 -0.0785817153
## AVG_67 -2.017752e-02  0.0942315136  0.0517361734  0.027679587 -0.0704873043
## AVG_68 -1.498845e-02  0.0879797397  0.0515991474  0.041065915 -0.0421501594
## AVG_69 -2.124818e-02  0.0699337865  0.0385626821  0.021962672 -0.0365736730
## AVG_70 -1.669096e-02  0.0566434206  0.0360904081  0.009341073 -0.0452373634
## AVG_71  3.688057e-03 -0.0247161107 -0.0019047438  0.034739372 -0.0196721702
## AVG_72 -3.210008e-02  0.0371909566  0.0313063880  0.010872109 -0.1394209403
## STD_73 -1.076147e-01 -0.2402388619 -0.1936750853 -0.293071457 -0.0890524080
## STD_74  1.124071e-01 -0.0776797402 -0.1184343058 -0.128874311 -0.0650437322
## STD_75  3.468759e-02  0.0143453112  0.0145121655  0.007822390 -0.1111876152
## STD_76 -1.247417e-02  0.0804419483  0.0328934801 -0.076061315  0.0110988128
## STD_77 -6.136887e-03  0.0160254839 -0.0867866182  0.037595552  0.0756302860
## STD_78 -4.620197e-02  0.0364218482  0.0308599712 -0.036665014 -0.1275934138
## STD_79  1.711810e-02  0.5015968412 -0.0248995184 -0.370978005  0.1628371161
## STD_80  7.076588e-03  0.0966280975  0.2083977185 -0.215462664  0.0489871132
## STD_81 -6.649919e-02 -0.1702781968  0.0766974699  0.062797910 -0.0409979877
## STD_82 -5.947525e-02 -0.2529415404 -0.0025726313  0.215199560 -0.0734143670
## STD_83  3.107688e-02 -0.0066846309 -0.0424535206 -0.055299789 -0.0181509463
## STD_84  1.181459e-02 -0.0428410860 -0.0707633380 -0.094738915 -0.0222767766
## STD_85 -1.759523e-02 -0.0980724433 -0.1060162921 -0.145769619 -0.0269859319
## STD_86 -3.355055e-02 -0.1538310131 -0.1507731680 -0.210947435 -0.0356110860
## STD_87  1.201672e-02 -0.1868898774  0.3247812575 -0.118184954  0.0228261354
## STD_88  1.539652e-02 -0.2086874456  0.1909372522 -0.004473324 -0.0083313567
## STD_89  3.015241e-02  0.2028627934 -0.3926934353  0.164168939  0.0003357282
## STD_90  8.768449e-02 -0.0346237377 -0.4167546514  0.351582448 -0.0865023402
## STD_91  5.070000e-02  0.1948075674  0.1912335188  0.271286909  0.0471237803
## STD_92  4.667900e-02  0.2345572849  0.2573758882  0.361675892  0.0821071249
## STD_93 -3.350049e-02  0.0867862273  0.1191983255  0.162835814  0.0520381271
## STD_94  8.806610e-04  0.0607718875  0.0581578287  0.072290568  0.0136880660
## STD_95 -5.400475e-03 -0.0104791810  0.0668669982 -0.106007352  0.0026545071
## STD_96  7.429873e-03  0.0137788054  0.1162879869 -0.086643580  0.0160668928
##                 PC36          PC37         PC38          PC39          PC40
## HST_1   0.0100118083 -0.0813098728  0.087819452  4.838678e-02 -2.399936e-02
## HST_2  -0.0191842280 -0.0744405999  0.081494356 -8.157554e-02  2.772913e-03
## HST_3  -0.0848598779 -0.1344914050  0.118997984 -3.939303e-01  1.389554e-01
## HST_4  -0.0048085146  0.0158167405  0.023282227  7.823218e-05  1.387697e-02
## HST_5   0.0421232316 -0.1217045992  0.149645314  2.589446e-01  3.134480e-01
## HST_6  -0.0437902812 -0.0495098430  0.015206981  7.358001e-02 -1.324160e-01
## HST_7  -0.3339296233  0.1775616007  0.069469321 -6.185887e-02 -4.286114e-02
## HST_8   0.2484093038 -0.1100218634 -0.148784078 -1.340445e-01 -1.697164e-01
## HST_9   0.0606395953 -0.1634571319 -0.050360095 -6.198832e-02  2.758719e-01
## HST_10 -0.1217367931  0.0528900679  0.119963026  1.750809e-02  5.251299e-03
## HST_11 -0.0081872151 -0.0218399363  0.101205121 -2.353320e-01  2.235762e-02
## HST_12  0.0129406640 -0.0582437823  0.074166354 -1.213127e-01  1.539480e-02
## HST_13  0.0027423634 -0.0525766019  0.066554658 -1.398740e-01  6.541058e-02
## HST_14 -0.0028564215 -0.0536876861  0.074482871 -8.229929e-02  3.814763e-02
## HST_15 -0.0653516072  0.0190963791  0.042030123  1.176274e-01  1.509183e-02
## HST_16  0.1615897051  0.1208426378  0.068150076  1.116691e-01  7.237284e-02
## HST_17 -0.1984209657 -0.2796068949 -0.200561710  1.081786e-01 -4.166260e-02
## HST_18  0.1098101775  0.2499146301  0.085920329  4.975318e-02 -1.259323e-02
## HST_19 -0.0002286940 -0.0625821861  0.106364973  3.582090e-02 -3.606909e-02
## HST_20  0.0295768102 -0.0550753563  0.130877374 -2.848624e-02 -8.497746e-02
## HST_21 -0.0013074490 -0.0709113467  0.094898292  4.040279e-03 -4.443292e-02
## HST_22  0.0043438417 -0.0595548625  0.100412415  1.207673e-02 -3.478851e-02
## HST_23 -0.0447655679  0.0929468924 -0.137554959 -9.312292e-02  5.593029e-02
## HST_24 -0.0369898919  0.1109945361 -0.152337509 -7.134952e-02  2.096117e-02
## HMG_25 -0.0076464261  0.0469962141 -0.136504288  1.534492e-01  2.084555e-02
## HMG_26  0.0172721931  0.0841027648 -0.078737151  6.992136e-02  1.608366e-04
## HMG_27  0.0481247194  0.1573708962 -0.299788225  2.557087e-01  1.479607e-01
## HMG_28  0.0190512696 -0.0161272269 -0.008969959 -6.499165e-05 -7.510141e-03
## HMG_29  0.0156801469 -0.0221346613  0.017069151 -2.691977e-02  3.569115e-02
## HMG_30  0.0028379330 -0.0290084846  0.043174166  1.320464e-01 -1.534871e-01
## HMG_31 -0.1919189252  0.1856223426  0.037614385  1.128391e-01  6.130365e-02
## HMG_32  0.2493672309 -0.1223593422 -0.101850833  3.298174e-02 -4.780061e-02
## HMG_33  0.1099554897 -0.0783489169 -0.107924489  3.090678e-02  2.269394e-01
## HMG_34 -0.0837130334  0.1747660130  0.003351746  7.483924e-03 -9.211474e-02
## HMG_35 -0.0023366294  0.0694498233 -0.053503859 -1.390412e-01  5.854750e-02
## HMG_36  0.0181604061  0.0190531103 -0.061124990 -4.487095e-02  4.748387e-02
## HMG_37  0.0009168876  0.0637421854 -0.138955808 -3.148872e-02  1.099376e-01
## HMG_38 -0.0108786087  0.0730453749 -0.146240582  2.796126e-02  8.224280e-02
## HMG_39  0.0746205132 -0.0813031071  0.078794022 -3.919523e-02 -7.843595e-02
## HMG_40  0.1763967634  0.0522630732  0.158796890 -1.047619e-01 -1.823423e-02
## HMG_41 -0.2602696620 -0.3628881494 -0.085589291 -5.691486e-02 -4.204811e-02
## HMG_42 -0.0256007306  0.1677791857  0.223251889 -4.189679e-02  1.831551e-02
## HMG_43 -0.0061746270  0.0400060254 -0.065638122  1.376020e-01 -2.350721e-02
## HMG_44  0.0200118343  0.0773082234 -0.090512352  8.549851e-02 -5.631096e-02
## HMG_45 -0.0146511006  0.0641136747 -0.134873898  1.227738e-01 -1.105727e-02
## HMG_46 -0.0128735783  0.1002875521 -0.167911492  1.459783e-01  9.351505e-03
## HMG_47 -0.0143825532 -0.0302658693  0.065423455 -8.894192e-02  4.707549e-02
## HMG_48 -0.0121674472 -0.0691022802  0.122700955 -9.153455e-02  2.847753e-05
## AVG_49  0.0017551482 -0.0376418853  0.031649905  7.842272e-02 -6.079585e-02
## AVG_50 -0.0100564822 -0.0028934965  0.008182046  6.910445e-03  1.465472e-02
## AVG_51  0.0310688712 -0.0057777469  0.209967116  1.124303e-01 -2.876204e-01
## AVG_52 -0.0310251206 -0.0189855520  0.027842963  4.108960e-02  3.145678e-02
## AVG_53 -0.0036747123  0.1420474478 -0.224612064 -2.751157e-01 -4.255990e-01
## AVG_54 -0.0053527115  0.1241052759 -0.060670423 -1.215886e-01  2.489098e-01
## AVG_55 -0.2202040996  0.0297542991  0.195857193  1.202744e-01  8.735433e-03
## AVG_56  0.2494615983 -0.2145456097  0.001940442  9.384923e-02 -1.056670e-01
## AVG_57  0.0706022983 -0.1453610102 -0.032647290  2.351459e-02  5.208246e-02
## AVG_58 -0.1187898288  0.1210743674  0.070062066 -2.452871e-02 -2.810666e-01
## AVG_59 -0.0252421802  0.0583741575 -0.018755030 -1.530458e-01  9.068338e-02
## AVG_60  0.0052937269 -0.0019944552  0.002983462 -5.686231e-02  2.304385e-02
## AVG_61 -0.0028769790  0.0221389329 -0.024965381 -6.492325e-02  4.044524e-02
## AVG_62 -0.0056919536  0.0137090100 -0.007340744 -2.331298e-02  5.207921e-03
## AVG_63 -0.0852900005  0.0741554551 -0.172073442 -7.752220e-02  2.292018e-03
## AVG_64  0.1271653957  0.1574512909 -0.084923556 -9.009142e-02  4.064456e-02
## AVG_65 -0.1689866981 -0.2298969864 -0.237442274 -4.269610e-02  2.837415e-02
## AVG_66  0.1129860715  0.2812838426  0.119710764 -1.407754e-02  7.786394e-02
## AVG_67  0.0003942901 -0.0240300570  0.046911151  7.550509e-02 -6.587913e-02
## AVG_68  0.0032430924 -0.0051468671  0.046571875  4.433667e-02 -6.225271e-02
## AVG_69 -0.0076025254 -0.0237330927  0.034978889  3.425979e-02 -4.732813e-02
## AVG_70 -0.0008467942 -0.0164553454  0.042741157  4.181505e-02 -4.859675e-02
## AVG_71  0.0299548206 -0.0470273330  0.037491477  1.390868e-01 -3.421258e-02
## AVG_72  0.0449541351 -0.1070590023  0.081539185  2.365911e-01 -1.642123e-01
## STD_73  0.0193895513 -0.0159443018  0.003620188  8.053704e-02 -3.224212e-02
## STD_74 -0.0288593888 -0.0316801468  0.040233488 -2.677611e-02 -2.643962e-02
## STD_75 -0.0014838814 -0.0032352812 -0.039068801 -1.921449e-02  4.189709e-02
## STD_76  0.0404564305  0.0177402503 -0.034804714 -5.360552e-02 -3.302804e-02
## STD_77 -0.0097228520 -0.0844764412  0.190494481  1.014138e-01  2.266146e-01
## STD_78  0.0049374796 -0.0386121243  0.020139705  1.542815e-02 -7.525144e-02
## STD_79  0.1246862391  0.0854278079  0.158484089 -1.249376e-01  1.133249e-01
## STD_80  0.1907859036  0.0007439552 -0.138505899 -6.206075e-02 -9.881054e-02
## STD_81 -0.0903893772 -0.0287984580 -0.104824249 -3.205585e-02  2.693380e-02
## STD_82 -0.3171783217  0.0731616429 -0.011674679  1.227263e-01  1.815186e-02
## STD_83 -0.0229232405 -0.0123853351  0.025186943  6.224516e-03 -7.817277e-03
## STD_84 -0.0160870650 -0.0182046807  0.021308342  5.399874e-03 -1.359195e-02
## STD_85 -0.0052237530 -0.0175497888  0.006073266  4.187419e-03 -1.364623e-02
## STD_86 -0.0049352325 -0.0136552160  0.008592492  3.908745e-03 -1.875314e-02
## STD_87 -0.2146158423 -0.0305213331  0.056145491 -1.356996e-02  6.779956e-04
## STD_88 -0.0839919097 -0.0488843170 -0.020855448  2.023770e-02 -1.754665e-02
## STD_89  0.1694475036 -0.0932311730 -0.001232994  5.767387e-03 -1.224100e-02
## STD_90  0.1856888076  0.0639666959  0.069985129  1.004149e-01 -1.886423e-02
## STD_91  0.0038230713  0.0196321313 -0.011162434 -1.279618e-02  2.398048e-02
## STD_92  0.0191599766  0.0348318297 -0.025864889 -2.485053e-02  3.373176e-02
## STD_93  0.0239295057  0.0174871645 -0.052108392 -1.226461e-02  3.251512e-02
## STD_94  0.0030353655  0.0001883295 -0.009886020  1.209230e-02  9.245697e-04
## STD_95  0.0166816522 -0.0133713832 -0.028149809 -2.845470e-02 -4.693613e-02
## STD_96  0.0062190363  0.0109029845 -0.038965214 -5.176518e-04 -1.838717e-02
##                 PC41          PC42          PC43          PC44          PC45
## HST_1  -0.0023720449  0.0092564421  0.0076852008  0.0272032958  3.748519e-02
## HST_2   0.0156932883 -0.0007588904 -0.0009261200 -0.0169577458  3.259489e-02
## HST_3  -0.0668983867  0.3222861797  0.1908417927  0.0323806571  6.258781e-02
## HST_4   0.0006331019  0.0081231435  0.0059942803 -0.0161668553  2.210049e-02
## HST_5   0.1597098638  0.0526870757  0.3197393635 -0.1545618839  2.960699e-01
## HST_6  -0.1308493407  0.0951804892  0.0292332631  0.0154323055 -2.952123e-02
## HST_7  -0.1315502806  0.0409690502 -0.1168177225  0.1951797482  2.698335e-01
## HST_8   0.1379940081  0.2446506264 -0.1674960272 -0.0949524033  1.355361e-01
## HST_9  -0.3525385897 -0.1377956561  0.0503411627  0.0027719327 -8.902684e-02
## HST_10  0.2909157527  0.0356265232  0.1715171309 -0.0491623067 -1.876143e-01
## HST_11  0.1058719782 -0.1980630570 -0.0880101910 -0.0098323969 -4.928164e-02
## HST_12  0.0643292219 -0.0859846045 -0.0493013219 -0.0165660777 -1.594937e-05
## HST_13  0.0502018532 -0.0845862629 -0.0336559507 -0.0082658663 -5.845964e-04
## HST_14  0.0442118221 -0.0414432290 -0.0143717769  0.0013024568  1.696641e-02
## HST_15 -0.0375400358 -0.0693265811 -0.1391527450 -0.0811263203  2.081445e-01
## HST_16  0.0117544406 -0.0524344107 -0.0439987480 -0.0475291260  1.151076e-01
## HST_17  0.1060381248 -0.0497610389  0.0761756517  0.0376775158 -6.559049e-02
## HST_18  0.0446867518 -0.0121930645  0.2257934368  0.0444843562 -2.396496e-01
## HST_19 -0.0060981190  0.0084859198  0.0275914658  0.0471762080  5.831290e-02
## HST_20  0.0187447175 -0.0952915068 -0.0265959203  0.0385561507 -1.891939e-02
## HST_21  0.0097860731 -0.0362476656  0.0051356748  0.0378758951  1.585261e-02
## HST_22  0.0057381083 -0.0231049302  0.0067020709  0.0304898666  1.837497e-02
## HST_23 -0.0304456620  0.1234025987  0.0204514345  0.0253565983 -1.039966e-01
## HST_24 -0.0272219146  0.1099616758  0.0145704538  0.0336790393 -1.260164e-01
## HMG_25 -0.0865616854  0.1963851828  0.0600511288 -0.0004588884  2.490244e-02
## HMG_26  0.0017208810 -0.0180340524 -0.0152047403  0.0003057352 -3.440339e-02
## HMG_27  0.1792859004 -0.3563148609 -0.2491934138  0.0050639568  1.472776e-02
## HMG_28  0.0042933097 -0.0181848736 -0.0137457397  0.0116339598  7.362084e-03
## HMG_29  0.0176489853  0.1408924777 -0.4982466484  0.3149960375 -3.599404e-01
## HMG_30 -0.0052338422 -0.1611828764 -0.0329257759 -0.0422278362  3.377819e-02
## HMG_31  0.0733547466 -0.1317393641  0.1657590167  0.2213671062  4.809640e-03
## HMG_32  0.2331165439  0.0793072142 -0.0541323200 -0.1762428640  8.247555e-02
## HMG_33 -0.3165760867 -0.1369957896 -0.0600608975  0.0067560278 -1.684100e-02
## HMG_34  0.1883108429  0.1202531297 -0.0802058310 -0.0098707054 -3.480531e-02
## HMG_35  0.0784303876 -0.1151020915 -0.0473105945 -0.0393048413 -6.806538e-02
## HMG_36  0.0388852964 -0.0097537765 -0.0207166781 -0.0461226342 -6.908317e-03
## HMG_37 -0.0060636984  0.0503026684  0.0088824206 -0.0502041677 -4.556810e-03
## HMG_38 -0.0244110617  0.1166090132  0.0387517333 -0.0398329144  1.326238e-02
## HMG_39 -0.0053581863  0.0106770354  0.0150562194  0.2335659843 -9.454769e-03
## HMG_40 -0.0571390324  0.0913829192 -0.0190150651  0.0510140791 -5.551925e-02
## HMG_41  0.0204160907  0.0295057989 -0.0280238584 -0.0394879587 -5.714717e-02
## HMG_42 -0.1024885423 -0.0163699093 -0.0442858207 -0.1180012972 -8.260481e-03
## HMG_43 -0.0752448685  0.1289178799  0.0731351951  0.0264569323  4.644034e-02
## HMG_44 -0.0671210793  0.0689113826  0.0354844030  0.0008171816 -3.095340e-02
## HMG_45 -0.0790816809  0.1362279393  0.0664219352 -0.0034441557  1.247424e-02
## HMG_46 -0.0962917727  0.1891100119  0.0912259178 -0.0191671600  2.106001e-02
## HMG_47  0.0864791130 -0.1944818811  0.0461092640 -0.0772689686  1.334356e-01
## HMG_48  0.0875620130 -0.2384855270  0.0379357715 -0.0622986161  1.374952e-01
## AVG_49 -0.0378425769  0.0097057453 -0.0029013549  0.0056572835  9.703855e-03
## AVG_50  0.0162008728 -0.0075922834 -0.0235831547  0.0114122868 -2.522199e-02
## AVG_51 -0.1179770525  0.0149101720  0.0850130106 -0.0247172986 -8.635261e-02
## AVG_52  0.0302910280  0.0232962051  0.0211468108  0.0116309937 -9.993152e-02
## AVG_53 -0.2081202968 -0.2252305641  0.1906356319 -0.2148141940  6.841156e-02
## AVG_54  0.1004752662  0.1829400238  0.0928345967  0.0882942617  9.437789e-02
## AVG_55 -0.0615629761 -0.1009310568  0.1590970488 -0.1118224727 -3.363666e-01
## AVG_56  0.1562469652  0.0686133015  0.0081673960 -0.1578270963 -1.426880e-01
## AVG_57 -0.3334086613 -0.1023221220  0.0134217244  0.0837076539  2.748673e-02
## AVG_58  0.1440951074  0.1205874492 -0.0949983758  0.1046978168  2.638968e-01
## AVG_59  0.1078478265 -0.1193449870 -0.0611366781 -0.0447046324 -1.100085e-01
## AVG_60  0.0555222359 -0.0549581511 -0.0411455664 -0.0275672559 -4.122840e-02
## AVG_61  0.0254497367 -0.0462530713 -0.0271206785 -0.0241800851 -2.903320e-02
## AVG_62  0.0134071086 -0.0216272768 -0.0180169607 -0.0109048125 -1.168868e-02
## AVG_63  0.0882372694  0.0186282965  0.1446703720 -0.1561786854 -2.152975e-01
## AVG_64  0.0115038681  0.0152976153  0.0502096173 -0.1117892266 -6.959459e-02
## AVG_65  0.0198374596 -0.0162055695 -0.0834846225  0.0705771312  1.879478e-01
## AVG_66 -0.1087551953 -0.0250988104 -0.1162344706  0.1209366677  2.366487e-01
## AVG_67 -0.0345654240  0.0062611792  0.0044770262  0.0349755945  1.819240e-02
## AVG_68 -0.0284014286 -0.0152750005 -0.0031230395  0.0265119122  9.746714e-03
## AVG_69 -0.0157017265 -0.0191100271 -0.0115303484  0.0275825331  1.382586e-02
## AVG_70 -0.0209412054 -0.0153571150 -0.0119177391  0.0220215244  1.271442e-02
## AVG_71 -0.0546716356  0.0864554975 -0.0459943664  0.0287456493 -4.602171e-02
## AVG_72 -0.1168605206  0.0526350046 -0.0760178596  0.0269685582 -6.753445e-02
## STD_73 -0.0489691615  0.0723488284  0.0307761320  0.0092064782  4.301997e-02
## STD_74  0.0074552675 -0.0390611301  0.0051539295 -0.0079034605  4.101711e-03
## STD_75  0.0139594920 -0.0111530612 -0.0127698180  0.0027273341  1.224428e-02
## STD_76 -0.0257710884 -0.0182402213 -0.0180120513 -0.0026562256  9.997090e-02
## STD_77  0.1404817611  0.0800323236 -0.0664714551  0.1098818392 -1.881427e-02
## STD_78 -0.0245763561 -0.0636941978 -0.0467693910 -0.0189513163 -3.200994e-02
## STD_79 -0.1306272531  0.1257725644 -0.1710243353 -0.2661925362 -1.611969e-02
## STD_80  0.1889614521 -0.1087897282  0.2352504675  0.4321414185  3.662364e-02
## STD_81 -0.0508029743 -0.0564620104  0.1075170077  0.1349663064 -2.433056e-02
## STD_82  0.0213109798  0.0523375769 -0.2271717922 -0.3631840066  4.010303e-02
## STD_83 -0.0033960869 -0.0059561094  0.0008596568  0.0019736569  4.865587e-04
## STD_84 -0.0024738523 -0.0075542796  0.0007930023  0.0047252651  2.833804e-03
## STD_85  0.0018108017 -0.0040589184 -0.0022511444  0.0072501081  2.797378e-03
## STD_86  0.0085220187 -0.0026972794 -0.0048723686  0.0179142823  2.826421e-03
## STD_87 -0.0157053093  0.0698610957 -0.0583310220 -0.0988894187 -3.274343e-02
## STD_88  0.0332506698 -0.0352786841  0.0003566024  0.1520231610  1.477853e-02
## STD_89 -0.0365360804  0.0072339389  0.0183421338 -0.0215741079  5.322165e-02
## STD_90 -0.0214575990 -0.0566943524  0.0238869127 -0.0046966258 -5.329220e-02
## STD_91  0.0079449185  0.0011148181 -0.0042300885 -0.0158805852 -1.011867e-02
## STD_92  0.0145697801  0.0063586090 -0.0135313234 -0.0311597715 -1.331074e-02
## STD_93 -0.0013812237  0.0186425712  0.0164291250  0.0066589503  5.159553e-03
## STD_94 -0.0192457639  0.0099568630  0.0170380681  0.0038035923  1.004264e-02
## STD_95 -0.0499118575 -0.0088381007 -0.0043100150 -0.0037967304 -1.455357e-02
## STD_96 -0.0302662238  0.0345375628  0.0350462625  0.0208361628 -1.024225e-02
##                 PC46          PC47          PC48          PC49          PC50
## HST_1  -0.2077888560  0.0566160204  0.0053319393  0.0127259116 -0.0099126624
## HST_2   0.0118452873  0.0027479565 -0.0095961044  0.0287461440  0.0022132017
## HST_3   0.1274692649 -0.0024642956  0.0024531398  0.0025822231  0.0681425215
## HST_4   0.0131161525 -0.0194927067 -0.0353962199  0.0090989168 -0.0165487233
## HST_5   0.1612561559 -0.1665880957 -0.0282382466  0.0557023067 -0.0658437057
## HST_6   0.1443262706  0.0432462863  0.0373020804 -0.0421329497 -0.0384094271
## HST_7  -0.0256637542 -0.1881779094 -0.1752977645  0.1920139838 -0.0735437857
## HST_8  -0.0352492760 -0.1440420322 -0.0336725175  0.0303896993 -0.0130926509
## HST_9   0.0129030474  0.0809085940  0.0725550820 -0.0946310901  0.1074105865
## HST_10  0.0583194829  0.2877654884  0.0641824067 -0.1295124307  0.0679859340
## HST_11  0.0756638684 -0.0593782046 -0.0185593047 -0.0099545691 -0.0085483521
## HST_12 -0.0775831270  0.0536902708  0.0468808314  0.0953116711 -0.1077335916
## HST_13 -0.1287479795  0.0980538560  0.0777484866  0.1547834788 -0.1609035939
## HST_14 -0.1713665292  0.1160642821  0.0713838207  0.1446012835 -0.1437315065
## HST_15  0.1320947066  0.2321477824 -0.0670182754  0.1426136785  0.2902583088
## HST_16  0.0352597501  0.0137332723 -0.0354915555  0.0288127225  0.0386131757
## HST_17 -0.0302076385 -0.1229154737  0.0538744182 -0.0243165061 -0.1226039646
## HST_18 -0.0655409767 -0.1456896665  0.0576082888 -0.1189180340 -0.2532676421
## HST_19 -0.2021778898  0.0493673530 -0.0220497184 -0.0371308130  0.0598541219
## HST_20 -0.0230440174 -0.1339642405 -0.1239219622 -0.2299802576  0.2305062042
## HST_21 -0.1454935151 -0.0047680492 -0.0332204976 -0.0697202283  0.0722951079
## HST_22 -0.1709415915  0.0264301909 -0.0123111261 -0.0273914716  0.0217745316
## HST_23  0.0459084698  0.0886866335  0.0290413671 -0.0007086987  0.0163637191
## HST_24  0.0701267526  0.0352959000 -0.0243902712 -0.0753445093  0.1243185873
## HMG_25 -0.0132090926  0.0679543157  0.0175932837  0.0376674398 -0.0347196279
## HMG_26 -0.0293996361  0.0187399599  0.0168709883 -0.0058183752 -0.0189611078
## HMG_27 -0.1315416880  0.0102005560  0.0017335055 -0.0486362253 -0.0331688270
## HMG_28 -0.0048063999  0.0150018356 -0.0112980740 -0.0166765679 -0.0199592423
## HMG_29 -0.0843524539  0.0274012438 -0.0411513957 -0.0328036771  0.0360236290
## HMG_30  0.0141615016 -0.0472559269  0.0107099997  0.0545935803 -0.0009096240
## HMG_31  0.0230365305  0.0278136908  0.2375556707 -0.2325790388 -0.0339110425
## HMG_32  0.0050558819  0.0392066936  0.1165180589 -0.2005962664  0.0180286192
## HMG_33 -0.0528756394 -0.1112775894 -0.0711987570  0.0611673194  0.0136734222
## HMG_34 -0.0007195307  0.0267483852 -0.2478263283  0.2319233545  0.0876582879
## HMG_35  0.2360604710 -0.0641360501  0.0222111552  0.0240117311 -0.0161554904
## HMG_36  0.0586565904  0.0501993490  0.0771464147  0.1423395554 -0.1238193924
## HMG_37  0.0665082129  0.0948879633  0.1069743359  0.2263278371 -0.1966995847
## HMG_38  0.0328981107  0.1138268511  0.0926875200  0.2094602704 -0.1793027673
## HMG_39  0.0658536467  0.1466944029  0.1195222752 -0.1522712932 -0.2395344820
## HMG_40  0.0234438170  0.0196771586  0.0938846152 -0.0227277631 -0.0470090023
## HMG_41 -0.0378048581 -0.0638437115  0.0489637533  0.1066166566  0.1325341537
## HMG_42 -0.0592080841 -0.0579582488 -0.2521904162  0.1403716296  0.0427297169
## HMG_43 -0.0653671102  0.0170193753 -0.0288660392 -0.0881199045  0.0658309930
## HMG_44  0.1556635038 -0.1532070796 -0.1269634304 -0.2527976004  0.2382057978
## HMG_45  0.0435558803 -0.0238537513 -0.0394448834 -0.0714672649  0.0795861814
## HMG_46  0.0556891056  0.0015880339 -0.0303865819 -0.0280974416  0.0342489178
## HMG_47 -0.0763879221 -0.0041462340  0.0069294702  0.0086848016 -0.0280762427
## HMG_48 -0.0828546590 -0.0633720824 -0.0572794570 -0.1060699752  0.0629366029
## AVG_49 -0.0294593752  0.0003138586  0.0003973275 -0.0116729779  0.0066028969
## AVG_50  0.0476035514 -0.0257965493 -0.0027902882 -0.0177805707 -0.0039068090
## AVG_51  0.0432514713 -0.0113756038 -0.0134361189  0.0441025626 -0.0450375829
## AVG_52 -0.0470585799 -0.0979748721  0.2507781681  0.0143453383  0.1434351444
## AVG_53 -0.0790649817  0.1553798672  0.0914844990 -0.0369796958  0.0429975101
## AVG_54 -0.4081479841  0.0756487341 -0.0739581208 -0.1086608751  0.1600458220
## AVG_55  0.0006588721  0.2210977484 -0.1183705168  0.1213864894  0.0542339811
## AVG_56  0.0215657670  0.2019210479 -0.1192109921  0.0727526662  0.0834083496
## AVG_57 -0.0668026323 -0.2154325715  0.0371090174 -0.0459406154 -0.1306270690
## AVG_58  0.0032797515 -0.1957647744  0.1814608196 -0.0705934231 -0.1116914054
## AVG_59  0.3415543931 -0.1105902616 -0.0588176292 -0.0446355757  0.0340274660
## AVG_60  0.1521728493 -0.0541526162 -0.0216358500 -0.0122053715 -0.0035622505
## AVG_61  0.1613652272 -0.0789643852 -0.0100634170 -0.0063059971 -0.0275490486
## AVG_62  0.1063031200 -0.0568590305 -0.0075902135 -0.0156411502 -0.0076531503
## AVG_63 -0.1915613988 -0.3506070644 -0.1243723679  0.0157073218 -0.0545250201
## AVG_64 -0.0783908743 -0.0971438322 -0.0325212594  0.0781816009 -0.0214733910
## AVG_65  0.0995090441  0.1684794093  0.0943049703 -0.0537582334  0.0969341475
## AVG_66  0.1453758582  0.2376880908  0.1094049565 -0.0687999187  0.0694343556
## AVG_67 -0.0739193467 -0.0188726924 -0.0041909331 -0.0497490513  0.0486715440
## AVG_68 -0.0226782226 -0.0314200060 -0.0041405684 -0.0618752288  0.0692471955
## AVG_69 -0.0133376126 -0.0141540626 -0.0066743073 -0.0428721089  0.0592311639
## AVG_70 -0.0142522376 -0.0080474321 -0.0026846040 -0.0283595587  0.0365697078
## AVG_71  0.0501557431 -0.0386834503  0.0241680822  0.0756014438 -0.0751563186
## AVG_72  0.1339672190 -0.0555915597  0.0536949050  0.1155574622 -0.1224669218
## STD_73 -0.1815841205  0.0894794629  0.0668654745  0.0639518659 -0.0495743331
## STD_74  0.0376323914 -0.0260509091 -0.0240388642 -0.0153778013  0.0303602261
## STD_75 -0.0016699771  0.0023955353  0.0025643788 -0.0060636980  0.0023357079
## STD_76  0.0438964889  0.0952740560 -0.2492048626 -0.0181918479 -0.1442499192
## STD_77  0.0356473616 -0.1010251083 -0.0275889146  0.0031672991 -0.0311104932
## STD_78  0.1102577208 -0.0208540063  0.0260385791  0.0419967873 -0.0456395539
## STD_79 -0.0532427980 -0.0727475775  0.2462165261 -0.1687220857 -0.0299782747
## STD_80  0.0462115454 -0.0465767805  0.0027123546  0.2428777094  0.1645197949
## STD_81  0.0499764143  0.0408981992 -0.1613644762  0.0021451140 -0.0372328331
## STD_82 -0.0583066204  0.0192213843  0.0450186462 -0.1346021728 -0.0954009032
## STD_83 -0.0144504152  0.0112073613  0.0173764326  0.0017924236  0.0137407809
## STD_84 -0.0142324888  0.0031516675  0.0048536626 -0.0031527489  0.0077482581
## STD_85  0.0081435320 -0.0189013597 -0.0220277823 -0.0195776425  0.0033578621
## STD_86  0.0339695956 -0.0514995600 -0.0504899387 -0.0586417513  0.0252495260
## STD_87 -0.0023632744 -0.0212665509  0.1443204099  0.0006135379  0.0707014552
## STD_88  0.0124202344  0.0947956178 -0.0755743798 -0.1435424563 -0.1912660573
## STD_89  0.0274660919  0.1469821351 -0.4372237710 -0.1743706112 -0.2441579558
## STD_90 -0.0256109545 -0.1441466555  0.2598822079  0.3135631192  0.3081688419
## STD_91  0.0503127349 -0.0032513738  0.0275221782  0.0150923025 -0.0235797451
## STD_92  0.0842804202 -0.0112071527  0.0266884131  0.0096893651 -0.0462526034
## STD_93 -0.0866604008  0.0456685469 -0.0344026040  0.0269406086  0.0077071257
## STD_94 -0.0851186716  0.0498761457  0.0053266595  0.0385930108 -0.0006351736
## STD_95  0.0576397748 -0.0006942380  0.0239378129  0.0154213167 -0.0367498908
## STD_96 -0.0587186286  0.0289552154 -0.0011590262  0.0090592499  0.0705362268
##                 PC51          PC52          PC53         PC54          PC55
## HST_1  -0.0072733851 -0.0052951317 -0.0241054554  0.008203233  0.0218047148
## HST_2  -0.0019723842 -0.0018512364 -0.0061091930 -0.001742258 -0.0195575297
## HST_3   0.0072257280  0.0252021176  0.0111943587  0.020848533 -0.1050269891
## HST_4  -0.0590439688  0.0251180446  0.0024185593  0.013288927 -0.0052665916
## HST_5   0.0552435419  0.0779341281 -0.0148498638 -0.024505256 -0.0163281294
## HST_6  -0.0608776182 -0.1878933797  0.3016571378  0.105114186  0.3683985193
## HST_7   0.1353423844  0.0487743294 -0.0102034933 -0.014984262 -0.0136263152
## HST_8   0.0660669748  0.0756512098  0.0028482334 -0.018593321  0.0838101028
## HST_9  -0.0826620368 -0.0798899149 -0.0003944302  0.044658374 -0.1471402992
## HST_10 -0.0909679751 -0.0586492028 -0.0376664294 -0.012811330 -0.0025868932
## HST_11  0.0152766479 -0.0023809019  0.0192644262  0.012591032  0.0094630338
## HST_12 -0.0091992931 -0.0393563106  0.0033126488  0.009241591  0.0137479693
## HST_13 -0.0203850593 -0.0539834497  0.0157308662 -0.004428516  0.0290796886
## HST_14 -0.0202493907 -0.0500252065  0.0066497325 -0.008267717  0.0228588614
## HST_15 -0.0913240559 -0.1996183619  0.0279744886  0.050976071 -0.0063140525
## HST_16  0.0287160424 -0.1041653337 -0.0496261756 -0.032905698 -0.0169888997
## HST_17  0.0757554561  0.1028802995  0.0010743659 -0.005906764 -0.0087523226
## HST_18  0.0332408205  0.1571186606  0.0176609685 -0.029482280  0.0676346776
## HST_19 -0.0095184883  0.0308534198 -0.0621567735  0.025905853 -0.0369244607
## HST_20  0.0269123937  0.0735926264 -0.0304144055  0.008970173 -0.0088484971
## HST_21  0.0062790494  0.0209056975  0.0073001183 -0.029250819 -0.0000306934
## HST_22  0.0003558092  0.0005440325  0.0039517779 -0.009599830  0.0153657323
## HST_23 -0.0260012884  0.0040417300 -0.0409985897 -0.003423621 -0.0712273848
## HST_24 -0.0028239541  0.0706148920 -0.1624493373 -0.057216187 -0.2413955619
## HMG_25 -0.0087743551 -0.0446739735  0.0340543738  0.023107165  0.0520433950
## HMG_26  0.0037442950 -0.0180633170 -0.0256629008  0.040742167  0.0353097254
## HMG_27  0.0176630450 -0.0085165202 -0.0266734458 -0.027755773  0.0967051903
## HMG_28 -0.0546110666  0.0490328736  0.0052831227  0.004816410  0.0152612929
## HMG_29 -0.0830584600 -0.0714854001  0.0006082473  0.030065557  0.0074031269
## HMG_30  0.0554999840  0.1682117487 -0.2941102739 -0.131982005 -0.3669183331
## HMG_31 -0.2339708131 -0.1843617693 -0.0448932258 -0.013506966 -0.0272735281
## HMG_32 -0.1201177273 -0.1327813011 -0.0149747562 -0.001913786 -0.0127509517
## HMG_33  0.1404976474  0.2115947390  0.0897634929  0.045190226  0.0050621050
## HMG_34  0.2407379039  0.1995799680  0.0347574663 -0.008963342  0.1632518648
## HMG_35 -0.0017763401  0.0235079659 -0.0483390286 -0.025328615 -0.0830167757
## HMG_36 -0.0131923355 -0.0211635753 -0.0402186537 -0.020696916 -0.0565068804
## HMG_37 -0.0121273986 -0.0438641892 -0.0068865345 -0.033591707 -0.0268222226
## HMG_38 -0.0094568248 -0.0512011211  0.0060787780 -0.027343697 -0.0092887184
## HMG_39  0.1989778272  0.2980266158  0.0606219346 -0.016479928  0.0149898240
## HMG_40 -0.0046718867  0.0699376094 -0.0964038962 -0.102055262  0.0506994424
## HMG_41 -0.1547395601 -0.1080151187  0.0142959428  0.056815168 -0.0125933024
## HMG_42 -0.0687471265 -0.2957608270  0.0013098357  0.070825933 -0.1214521629
## HMG_43  0.0086490738  0.0612373877 -0.0193503046  0.045968029 -0.0118238141
## HMG_44  0.0272932087  0.0595148797  0.0324253138  0.030974457  0.0355179784
## HMG_45  0.0089736125  0.0014764858  0.0624850129 -0.007020194  0.0320871707
## HMG_46  0.0072695413 -0.0298988344  0.0692151861  0.015851379  0.0521870933
## HMG_47  0.0418003760  0.0348660455  0.0460855922  0.021209592  0.0864270656
## HMG_48  0.0383910876  0.0003108189  0.1490317268  0.056225949  0.2421072604
## AVG_49  0.0064776368  0.0074191820 -0.0552733598  0.041163789  0.0031049105
## AVG_50 -0.0146881092  0.0228860407  0.0704876755 -0.096062243 -0.0455097810
## AVG_51 -0.0198857893 -0.0084904064  0.0069295183  0.005684041 -0.0099933936
## AVG_52  0.5304139642 -0.3116702931 -0.0321268500 -0.059217994 -0.0343963424
## AVG_53  0.0712517497 -0.0149396137  0.0110589191  0.006057935 -0.0066632963
## AVG_54 -0.0051717341  0.0504275813 -0.0144321467  0.057497676  0.0323809452
## AVG_55  0.0713396088  0.1383112470  0.0676430148  0.037749288  0.0264512140
## AVG_56  0.0710013772  0.0354993645  0.0109529588 -0.007407629 -0.0191159491
## AVG_57 -0.0888035362 -0.0722097448 -0.0644386939 -0.040459896  0.0078276752
## AVG_58 -0.1181279843 -0.1531469934 -0.0070597506 -0.010258536 -0.0550011589
## AVG_59  0.0358901534  0.0243013816  0.0183598462  0.055010847  0.0298338387
## AVG_60  0.0081219188 -0.0090229786  0.0067577519  0.011254135  0.0082838247
## AVG_61 -0.0057126909 -0.0266618740  0.0148401324 -0.008752936  0.0225329564
## AVG_62 -0.0009815959 -0.0189678823  0.0071763217 -0.010349004  0.0151405254
## AVG_63 -0.1153811124 -0.1261114421 -0.0254562186  0.008051298 -0.0179201823
## AVG_64 -0.0456745472 -0.0197155724  0.0902727242  0.077601814 -0.0244977462
## AVG_65  0.0678403109  0.1332052434 -0.0162530056 -0.016362032  0.0657290787
## AVG_66  0.0683298259  0.0593752249 -0.0296241567 -0.054589872  0.0158988149
## AVG_67 -0.0202293310  0.0365747976 -0.0511117639  0.017058762 -0.0518176102
## AVG_68 -0.0060071253  0.0378365029 -0.0353977180  0.041264244 -0.0309639448
## AVG_69  0.0029587701  0.0217025166  0.0468743784 -0.092144805 -0.0311323348
## AVG_70  0.0025595085  0.0095114336  0.0237709163 -0.064977250 -0.0188746262
## AVG_71 -0.0214313614 -0.0377556748  0.0028793867 -0.016596241 -0.0087903800
## AVG_72 -0.0379899072 -0.0618559032  0.0057087488 -0.013342747 -0.0304846073
## STD_73  0.0274839510  0.0238246427 -0.2581097423  0.348399798  0.0363135875
## STD_74  0.0119714522 -0.0214953687 -0.0085469902  0.002507438  0.0260044849
## STD_75  0.0031096702 -0.0014264340 -0.0002902400 -0.002413318 -0.0011446551
## STD_76 -0.5005382702  0.2843025927  0.0291045316  0.056632918  0.0247772270
## STD_77 -0.0580617544 -0.0041297742  0.0134855774 -0.015771044 -0.0094865374
## STD_78  0.0007269717 -0.0157486612  0.0033323249 -0.008051472 -0.0092081758
## STD_79  0.0618393560  0.0212334834  0.0715673329  0.027168637  0.0532647506
## STD_80 -0.0253379145 -0.0370965905  0.0777692288  0.112766149 -0.2634167894
## STD_81  0.0466085853 -0.1203578643 -0.2598951653 -0.211310986  0.4562585863
## STD_82  0.0247128881  0.1335170186  0.1447373628  0.090840214 -0.2730134737
## STD_83  0.0282767975  0.0194530303 -0.0570932352  0.039135880 -0.0011690813
## STD_84  0.0065518804  0.0034318659  0.0043413511 -0.029693740 -0.0124557753
## STD_85 -0.0216930572 -0.0136256126  0.0637810818 -0.068156373 -0.0111572652
## STD_86 -0.0288428398 -0.0139961146  0.0480646909  0.004449206  0.0038234922
## STD_87 -0.1367016524  0.1800426630 -0.3131048645 -0.269724377  0.1635917306
## STD_88  0.1153575757 -0.0022233176  0.3835320574  0.303085795 -0.1387883688
## STD_89  0.0774770954 -0.2652167888 -0.2019082687 -0.100661483 -0.1102510479
## STD_90 -0.2138489107  0.1826019008  0.1046183290  0.057834411  0.1161057693
## STD_91  0.0215672221  0.0136169348 -0.1393368447  0.189596279  0.0423552248
## STD_92  0.0244186313 -0.0049021055 -0.2153952033  0.369449001  0.0889230846
## STD_93 -0.0466518653 -0.0291205956  0.3412086188 -0.494336837 -0.0808084683
## STD_94 -0.0120764143 -0.0054976015  0.1534873835 -0.277959631 -0.0573821174
## STD_95 -0.0156331342 -0.0200981996 -0.0414363153 -0.003693272  0.0621892749
## STD_96  0.0317300270  0.0169929756  0.0103822117 -0.056342345 -0.0331865066
##                 PC56          PC57          PC58         PC59          PC60
## HST_1   0.0200942857  0.1070876914 -4.024078e-02 -0.255089917  0.0054652889
## HST_2   0.0014926805 -0.0025340043  1.300348e-03  0.002074098 -0.0083425501
## HST_3  -0.0167771238 -0.0048081299  1.833962e-02 -0.006017352 -0.0057365855
## HST_4  -0.0085306825 -0.0034684456  8.273723e-03  0.005290610 -0.0069037825
## HST_5  -0.0387216295 -0.0074351375 -6.041766e-02  0.041101442 -0.0091600452
## HST_6   0.2208638691 -0.1016136341  1.267771e-01  0.094407249  0.0253090006
## HST_7  -0.0131130587  0.0188252245  2.748641e-01 -0.100245423  0.0004272624
## HST_8  -0.0104533417 -0.0101007163 -3.388873e-01  0.107854597 -0.0055977192
## HST_9  -0.0008351548 -0.0016427111 -5.117534e-02  0.025246150  0.0164253210
## HST_10 -0.0550752760  0.0211883274  1.892361e-01 -0.085231818 -0.0193510083
## HST_11  0.0038093523 -0.0784169244  1.862619e-02  0.068011388  0.0128050792
## HST_12  0.0065974816  0.0071533720  1.133088e-02 -0.029182113  0.0178817336
## HST_13  0.0266094051  0.0637452672 -1.891789e-02 -0.067212373 -0.0082778592
## HST_14  0.0195429138  0.0898411702 -2.508416e-02 -0.118533574 -0.0150805436
## HST_15  0.0080837622  0.0217177146 -2.853699e-01  0.015475945  0.0315054748
## HST_16 -0.0681167604 -0.0340383283  2.505662e-01 -0.005943564 -0.0346232689
## HST_17 -0.0686070788 -0.0078858387  2.912579e-01 -0.020648596  0.0114611963
## HST_18  0.1306734847  0.0094438509 -2.707867e-01  0.028450935  0.0017138743
## HST_19 -0.0228321240  0.0917831665 -4.024922e-02  0.114570146 -0.0354682276
## HST_20 -0.0205361099 -0.0010403430  1.227581e-03 -0.017739662  0.0055209772
## HST_21 -0.0034886945  0.0309911367 -1.610323e-02 -0.118152061 -0.0141689562
## HST_22  0.0127844576  0.0655412177 -2.880772e-02 -0.186785168 -0.0038628067
## HST_23 -0.0366343033  0.0079525043  4.485566e-03  0.013148261  0.0244516925
## HST_24 -0.1286579933  0.0105033820  9.096374e-03 -0.035782030 -0.0388247151
## HMG_25  0.0343896917  0.0523947653  2.465143e-02 -0.166788032  0.0101743475
## HMG_26  0.0039137640  0.0170375928 -1.643528e-03  0.025449079 -0.2791745284
## HMG_27  0.0201857608 -0.0041255274 -2.633541e-02  0.031435303  0.0170180975
## HMG_28  0.0009014804 -0.0016323066  4.343575e-03 -0.004006245 -0.0020358283
## HMG_29  0.0218464707 -0.0098948559  1.707522e-02 -0.010975069 -0.0118774124
## HMG_30 -0.2233503717  0.1034263660 -1.112061e-01 -0.138640173 -0.0105248347
## HMG_31  0.0296044325  0.0172913933 -1.466844e-01  0.027500613 -0.0119553282
## HMG_32 -0.0835423048 -0.0168891997  1.473125e-01 -0.105283016  0.0202272121
## HMG_33  0.1476643765 -0.0145395643  3.206326e-02 -0.022312103 -0.0042870477
## HMG_34 -0.0070273892  0.0229231950 -8.296710e-02  0.051266421 -0.0107278920
## HMG_35 -0.0372683189 -0.1453577096  2.457512e-02  0.301270266  0.0111669251
## HMG_36 -0.0291072481 -0.0447967356  4.094531e-02  0.169553727  0.0191791615
## HMG_37 -0.0053077749 -0.0011160257  2.480717e-02  0.172790281 -0.0127926587
## HMG_38 -0.0019691919  0.0293401888  1.864854e-02  0.089935000 -0.0169114516
## HMG_39 -0.0433269632  0.0140047982  6.006423e-02 -0.040258047  0.0159403899
## HMG_40  0.1779607870 -0.0089891176 -9.039182e-03  0.041877837 -0.0227807322
## HMG_41 -0.0271026401  0.0065020591 -1.229168e-01  0.052744773 -0.0212749157
## HMG_42 -0.1033884580 -0.0233034381  6.064710e-02 -0.024025216  0.0478873543
## HMG_43 -0.0116108629  0.0423060074 -2.447257e-02  0.090744869 -0.0160708477
## HMG_44  0.0115254347 -0.0492079680  4.470524e-04 -0.026654035  0.0154057994
## HMG_45  0.0143287314 -0.0188167757 -1.252595e-02 -0.088064452 -0.0099040962
## HMG_46  0.0293014206  0.0152084623 -1.178859e-02 -0.180325067 -0.0027674906
## HMG_47  0.0339036801  0.0041614706 -1.686837e-02  0.022101425  0.0415756608
## HMG_48  0.1285563577 -0.0577499231  4.362578e-02  0.011021175 -0.0012122331
## AVG_49 -0.0069763393 -0.0798796709  1.715883e-02 -0.045282794  0.0149651689
## AVG_50 -0.0042865189 -0.0415884540  1.426842e-02 -0.058407172  0.6626658600
## AVG_51  0.0060549257  0.0060597474 -1.057652e-02 -0.024914862 -0.0191772929
## AVG_52  0.0513939732  0.0253968722 -3.043077e-02  0.015200525  0.0188847491
## AVG_53  0.0076032601  0.0263897088  4.903843e-02 -0.017871344  0.0215992605
## AVG_54  0.0178464309  0.0103397134  4.244393e-03  0.063970783 -0.0099861535
## AVG_55  0.0246106405 -0.0092153509 -2.034389e-01  0.072464213  0.0353710779
## AVG_56 -0.0090415053  0.0133540265  2.788392e-01  0.017980873 -0.0129892602
## AVG_57 -0.0108026530  0.0100801000  1.984931e-02 -0.012896985 -0.0337048122
## AVG_58 -0.0276412804 -0.0459226253 -1.179889e-01  0.021243994  0.0390552298
## AVG_59  0.0260229724 -0.0693142314 -8.258790e-02 -0.260144266 -0.0539361298
## AVG_60  0.0148232565  0.0382995187  9.533486e-04 -0.171599010 -0.0217300895
## AVG_61  0.0194744877  0.0559207196 -5.313739e-03 -0.129483391 -0.0308194681
## AVG_62  0.0115071893  0.0340019721  4.933881e-03 -0.082779692 -0.0175916266
## AVG_63 -0.0064451888 -0.0417535438  1.973183e-01  0.007412780 -0.0410080179
## AVG_64 -0.0648441392  0.0443925308 -2.195904e-01 -0.065018174  0.0521095455
## AVG_65  0.0625390034  0.0133433554 -1.780015e-01 -0.031051097 -0.0075960085
## AVG_66  0.0024565580  0.0147460547  2.089994e-01  0.003009924 -0.0487562657
## AVG_67 -0.0410350141 -0.0559615938  4.883740e-02  0.371439102  0.0397691112
## AVG_68 -0.0324505946 -0.0786893119  3.025033e-02  0.337777738  0.0603895728
## AVG_69 -0.0207315980 -0.0772163411  1.890535e-02  0.164278938  0.0263049509
## AVG_70 -0.0156814846 -0.0767439875  2.320917e-02  0.078597437  0.0153157688
## AVG_71 -0.0094339039  0.0208940931 -3.860137e-02 -0.054077572 -0.0009775090
## AVG_72 -0.0071651149  0.0262871155 -2.749626e-02  0.018682176 -0.0470525398
## STD_73 -0.0046604097 -0.3160394522 -7.989305e-03 -0.039651113  0.0411344656
## STD_74  0.0013961017  0.0354126200 -1.744497e-02  0.055049349 -0.6405150842
## STD_75  0.0013305455 -0.0014733799  6.556656e-05  0.002555435  0.0081771577
## STD_76 -0.0416953737 -0.0239753944  2.534791e-02 -0.014034383 -0.0174774177
## STD_77  0.0132579276 -0.0407741854 -1.968142e-02  0.006713735 -0.0083761889
## STD_78  0.0165029166 -0.0044649219  1.166421e-03 -0.015341135  0.0066903068
## STD_79 -0.1889810386  0.0272591066 -1.633184e-04 -0.003844776 -0.0149434164
## STD_80  0.3336155744 -0.0245153402  3.455460e-02 -0.031975174 -0.0075137941
## STD_81 -0.4033304638  0.0183656447 -4.747305e-02  0.024620362  0.0492653381
## STD_82  0.2740271337 -0.0065222584  4.114536e-02  0.003846065 -0.0250540909
## STD_83 -0.0211777450 -0.3294665326 -2.609641e-02 -0.052486412 -0.0257084965
## STD_84 -0.0093042566 -0.1213390652 -6.788920e-03 -0.026741471 -0.0158089458
## STD_85  0.0133027004  0.2309500443  1.884559e-02  0.030226982  0.0175259599
## STD_86  0.0443804352  0.6136076408  6.391101e-02  0.256241262  0.0442908158
## STD_87  0.2874115061 -0.0008976094  4.976642e-02 -0.012335478  0.0160286527
## STD_88 -0.3997967875 -0.0011399188 -6.574605e-02  0.022672943 -0.0316156996
## STD_89  0.2715507130 -0.0370382958 -7.691070e-02  0.033114870  0.0192652049
## STD_90 -0.1459264934  0.0269880299  7.499753e-02 -0.040211299  0.0040466490
## STD_91  0.0098176937 -0.0437999380 -2.298518e-04 -0.012768813 -0.0035528416
## STD_92  0.0484527374  0.2332649138  2.188391e-02 -0.058337267  0.1022830569
## STD_93 -0.0317658484  0.0511303428 -2.738162e-02 -0.059135710 -0.0323143776
## STD_94 -0.0501462731 -0.3520131325 -4.181637e-02 -0.049618203 -0.0832842371
## STD_95 -0.0026415771  0.0465907537 -3.913925e-02 -0.054697510 -0.0279228320
## STD_96 -0.0113817174 -0.0252980377  3.253484e-02  0.059018248  0.0352638122
##                 PC61          PC62         PC63          PC64          PC65
## HST_1   0.0737485891  0.0704753227  0.149262796 -0.0281025654 -0.0059545627
## HST_2   0.0044742292 -0.0003246022  0.003164722 -0.0042835894  0.0041740158
## HST_3   0.0006939893 -0.0051891153  0.007581899 -0.0034488848 -0.0265230930
## HST_4   0.0022377020 -0.0099879741  0.002129591 -0.0018667314  0.0050372937
## HST_5   0.0005512167  0.0111725341  0.029908594 -0.0144853949  0.0237460827
## HST_6  -0.0284299994  0.0170267605 -0.043713463  0.0405872505 -0.0106797978
## HST_7  -0.1885519621 -0.1366434311  0.070361499  0.0573317632  0.0476380709
## HST_8   0.1718174041  0.0045596148 -0.060590831 -0.0512515058 -0.1093087635
## HST_9   0.1399852493  0.3734359593 -0.066545896 -0.0490248078  0.2104543035
## HST_10 -0.1704461167 -0.2875155092  0.053009179  0.0463476107 -0.1897810377
## HST_11 -0.0200709565 -0.0064447596  0.061825967  0.0048988606 -0.0510602684
## HST_12  0.0416720843  0.0207225266  0.093266147  0.0119585493 -0.0329097056
## HST_13  0.0137765203 -0.0216786648 -0.078458946  0.0227300200  0.0307227468
## HST_14  0.0317695161 -0.0172642193 -0.045995879  0.0295772999  0.0289150816
## HST_15 -0.1935311510 -0.1439023494  0.172891477 -0.0011673076  0.1504579947
## HST_16  0.3783666314  0.0391902358 -0.229378777  0.0243577935 -0.3628925475
## HST_17 -0.1886315771  0.2383983627  0.005898218 -0.0806214292  0.2149232667
## HST_18 -0.0369853998 -0.1660442873  0.100665841  0.0692595440  0.0161274765
## HST_19 -0.1167420138 -0.1258698977 -0.476827051  0.0649759163  0.1535403350
## HST_20 -0.0223021659 -0.0138315369 -0.003803301 -0.0607077579 -0.0223265249
## HST_21  0.0209188266  0.0383729584  0.041059518 -0.0076127230  0.0040927037
## HST_22  0.0420453198  0.0469596396  0.080414572  0.0037535024 -0.0059918640
## HST_23 -0.0393814353 -0.0234281517 -0.040967051 -0.0399053899 -0.0249263813
## HST_24  0.0175996740 -0.0222841065  0.095813357  0.0090509431 -0.0381211404
## HMG_25  0.0562531168  0.0718234432  0.170057896 -0.0523271953 -0.0571496031
## HMG_26 -0.0195863471  0.0292857849  0.024259192  0.0198257107 -0.0161226623
## HMG_27 -0.0107572971  0.0005507911  0.004423873 -0.0056997169  0.0209118331
## HMG_28 -0.0003547277  0.0166368606 -0.004037973  0.0013452476 -0.0036639831
## HMG_29 -0.0264681226  0.0096295893 -0.020217482  0.0154912055 -0.0227407348
## HMG_30  0.0476550149 -0.0365557094  0.036094941 -0.0005772759  0.0370987880
## HMG_31  0.1252163529 -0.0411781326 -0.008216835 -0.0460144185  0.0685705936
## HMG_32 -0.1824723141  0.0733909006 -0.023502444  0.0948606706 -0.0622401467
## HMG_33 -0.0762785370 -0.0237438835  0.066809191  0.0148242525 -0.0826246055
## HMG_34  0.1411737913  0.0130060738 -0.038609868 -0.0715794483  0.1389584314
## HMG_35 -0.0406702693  0.0189250315  0.089261100 -0.0015578898 -0.0276390630
## HMG_36  0.0073699587  0.0282773187  0.110675300  0.0048868190 -0.0355918383
## HMG_37 -0.0135181562 -0.0289772445 -0.042458620 -0.0045654904 -0.0001252879
## HMG_38  0.0105849905 -0.0238130201 -0.036432989  0.0067850691  0.0039963695
## HMG_39 -0.1068961953  0.1978356641 -0.074573137  0.0641394877 -0.2379008491
## HMG_40  0.1340163146 -0.2186960327  0.154829514 -0.0736147734  0.3655330616
## HMG_41  0.0868888826 -0.0851872534  0.035645083 -0.0431026750  0.0815471595
## HMG_42 -0.0703194538  0.1062013258 -0.100954030  0.0631044327 -0.2487769459
## HMG_43 -0.1114154375 -0.0816010132 -0.443983205  0.0778904754  0.1420585155
## HMG_44 -0.0138965702 -0.0174774488  0.027403025 -0.0440889645 -0.0044208319
## HMG_45  0.0269712169  0.0284349454  0.040534460 -0.0030262934 -0.0085418846
## HMG_46  0.0375095764  0.0279364447  0.044794924  0.0264714003 -0.0313608594
## HMG_47 -0.0265990741 -0.0148587329 -0.053932009 -0.0581565290  0.0250308549
## HMG_48  0.0368063168  0.0256041070  0.048558785  0.0397465843  0.0236562080
## AVG_49  0.0486320565  0.0094354315  0.207208465 -0.1044869736 -0.0708052354
## AVG_50  0.0454502970 -0.0743358457 -0.056226299 -0.0433015464  0.0294376886
## AVG_51  0.0076129206  0.0072619942 -0.017512473  0.0128836563  0.0029382351
## AVG_52 -0.0383975158 -0.0188841364 -0.009739373 -0.0098551759 -0.0146979226
## AVG_53  0.0234558601 -0.0291921039 -0.015648209  0.0040716796  0.0069711762
## AVG_54 -0.0165102346  0.0426485299  0.061906902 -0.0765959832 -0.0480361897
## AVG_55  0.1223591599  0.2114040926 -0.072216620 -0.0335405951 -0.1392724002
## AVG_56 -0.0255345334 -0.0919818389  0.075406391 -0.0398523899  0.2155143324
## AVG_57 -0.0806334578 -0.4101906033  0.020828717  0.0578831204 -0.1586610294
## AVG_58  0.0493076943  0.3204368455 -0.007247014  0.0139426957  0.0579805722
## AVG_59 -0.0122607506  0.0343204099 -0.239216679  0.1727787552  0.1146804751
## AVG_60  0.0345461904  0.0027246498 -0.024526829  0.0344228555  0.0610175368
## AVG_61  0.0001494041 -0.0857363839 -0.090089193 -0.0267045333  0.0406713388
## AVG_62  0.0231221476 -0.0345399106  0.034791722 -0.0252649586  0.0006273196
## AVG_63  0.2971010714 -0.0588306127 -0.034679844 -0.0687762794  0.0911530116
## AVG_64 -0.5279717474  0.1999843937  0.060795615  0.0617834743 -0.0277440934
## AVG_65  0.1390365074 -0.1852662965 -0.056306210  0.1267812447 -0.2863858793
## AVG_66  0.0765114780  0.0797170262  0.002019604 -0.1388529372  0.2339500539
## AVG_67 -0.0673776773 -0.0457630865 -0.096376635 -0.0267677235  0.0061858717
## AVG_68 -0.0871237762  0.0203554542  0.062926385 -0.0013507008 -0.0672319193
## AVG_69  0.0035698087  0.0417896799  0.170194508 -0.0154611116 -0.0894192237
## AVG_70  0.0265672655  0.0422635376  0.203241988 -0.0466448904 -0.0790407332
## AVG_71 -0.0092020620  0.0022585596 -0.045105483 -0.0056457757  0.0081526728
## AVG_72  0.0141701793  0.0249070252 -0.021650875  0.0595417825  0.0018734739
## STD_73 -0.0020150838 -0.0079750355 -0.004000990  0.0424147205  0.0322092114
## STD_74 -0.0484354119  0.0639860551  0.039556159  0.0198456311 -0.0233983635
## STD_75  0.0006494553 -0.0001953278  0.001829832 -0.0006532810 -0.0000810671
## STD_76  0.0341528501  0.0193763540  0.008434285  0.0083143970  0.0146453780
## STD_77  0.0013275123 -0.0015699890  0.003931801 -0.0020126761  0.0016544460
## STD_78 -0.0050157487 -0.0125858541 -0.020584190 -0.0132540638  0.0023447616
## STD_79  0.0043577842 -0.0464753536  0.015424270  0.0029015331  0.0358917417
## STD_80 -0.0124245274  0.0285699875 -0.042425962 -0.0299136374 -0.0636830565
## STD_81 -0.0184372975  0.0600803891  0.020684057  0.0265014368  0.0382068194
## STD_82  0.0093488078 -0.0405678746 -0.008816614 -0.0246961042 -0.0129573387
## STD_83 -0.0160158571 -0.0071516056  0.002040093  0.0104525139  0.0103606576
## STD_84 -0.0038151787 -0.0165795188 -0.023062929 -0.0246385632  0.0168312721
## STD_85  0.0083287735 -0.0063843470 -0.023750585 -0.0381608432  0.0038791880
## STD_86  0.0211941041  0.0628226958  0.128540053  0.0563515748 -0.0728123221
## STD_87 -0.0882624436  0.1387534591 -0.056771076  0.0347907058 -0.0818964438
## STD_88  0.1224623983 -0.1278262666  0.049567408 -0.0446695048  0.0847389159
## STD_89 -0.0312935290  0.0327754342  0.017171834  0.0132378575  0.0250564587
## STD_90  0.0012271619 -0.0234255685 -0.008651080  0.0254893945 -0.0412699018
## STD_91  0.0094064740 -0.0068280553  0.028142151 -0.0230468369 -0.0185765617
## STD_92  0.0368668795  0.0147000445 -0.005753429  0.0354280159  0.0096189401
## STD_93 -0.0104030417 -0.0032729434 -0.089657099 -0.0014767946  0.0271187107
## STD_94 -0.0363783743 -0.0252972224 -0.023324682 -0.0293520138  0.0010738859
## STD_95 -0.1229832484 -0.0384993757 -0.125799623 -0.6260598196 -0.1235854374
## STD_96  0.1165885529  0.0428806352  0.115796764  0.6307948381  0.1204988587
##                 PC66          PC67          PC68          PC69         PC70
## HST_1  -2.164435e-02 -5.067866e-03 -0.1092543541 -0.0664055969 -0.095381543
## HST_2  -6.511807e-03 -7.056703e-03 -0.0004188210 -0.0006201503  0.002089186
## HST_3  -2.141651e-02  9.891165e-04  0.0158253331  0.0049186035  0.008052846
## HST_4  -2.314784e-03  1.435754e-03  0.0026238250  0.0024833184 -0.001553271
## HST_5  -2.390576e-03  2.769343e-03 -0.0009414425  0.0097991054  0.006191444
## HST_6  -2.315124e-02  6.996772e-04 -0.1160427830  0.0035370377  0.011603135
## HST_7   1.914290e-01  1.717477e-01 -0.0477808696 -0.0656608545  0.018191547
## HST_8  -2.309436e-01 -3.272049e-01  0.0399450601  0.0078562664  0.007225810
## HST_9   1.286114e-02  3.042016e-01 -0.0564324313  0.0618552831 -0.042574309
## HST_10  1.127590e-02 -2.182163e-01  0.0368503295 -0.0343825952  0.022146815
## HST_11 -2.841662e-02  5.740367e-02  0.2083677076 -0.0176051892  0.005242145
## HST_12 -1.125445e-02  1.312624e-02  0.1330866401  0.0344853923  0.030272472
## HST_13 -4.001841e-05  1.088421e-02  0.2359509142  0.1301587728  0.214786887
## HST_14 -1.016172e-02 -7.720375e-03  0.1186845578  0.0504023724  0.089954768
## HST_15  3.580008e-02 -3.788771e-02  0.0090944195  0.0578268115 -0.024497402
## HST_16  1.271713e-02  7.288184e-02  0.0109964575 -0.1951096542  0.104313361
## HST_17 -2.003117e-01 -2.471914e-01  0.0485292501  0.2319192348 -0.125012058
## HST_18  2.297008e-01  2.760383e-01 -0.0598233681 -0.0915644279  0.053896888
## HST_19  5.774968e-02 -4.688616e-02 -0.2383261253 -0.0314151716 -0.082382198
## HST_20  2.543580e-02 -1.478756e-02 -0.1589196670  0.0399081442  0.043651977
## HST_21 -4.836140e-03 -3.443662e-02 -0.0899476943 -0.1085167703 -0.148435174
## HST_22 -1.272780e-03 -1.366748e-02 -0.0482197776 -0.0619329287 -0.095991942
## HST_23  3.425769e-02  4.230209e-02  0.2946406057 -0.1070755455 -0.205194892
## HST_24 -1.086358e-02 -4.546551e-02 -0.2534095382  0.0936577219  0.199927996
## HMG_25 -2.519066e-02 -8.316924e-03 -0.1680797430 -0.0842103422 -0.129925713
## HMG_26  9.470712e-03  1.130674e-02  0.0128199913  0.0108526660 -0.006853801
## HMG_27  2.173598e-02  1.746095e-03 -0.0046881997 -0.0033925349 -0.008924553
## HMG_28  2.021133e-03 -2.297117e-03  0.0002795899 -0.0028226317  0.004348977
## HMG_29  1.627568e-02  1.959308e-03  0.0129267016  0.0133570040  0.008658671
## HMG_30 -8.070974e-03 -1.445546e-02  0.0192213468  0.0092121633  0.055525225
## HMG_31 -4.024973e-01  6.709688e-02  0.0256897036  0.0025169228  0.019299311
## HMG_32  3.949261e-01  1.445323e-03 -0.0472949427  0.0556805814 -0.069172988
## HMG_33  2.100182e-01 -2.299595e-01  0.0914020733 -0.0319769225  0.118209175
## HMG_34 -2.428255e-01  1.980992e-01 -0.0609503625 -0.0176498288 -0.059944631
## HMG_35 -1.604490e-02  2.492044e-02 -0.1337522946 -0.0701124304 -0.116779155
## HMG_36  3.455193e-02 -2.198425e-02 -0.2050919005 -0.0119405163 -0.082811650
## HMG_37  3.341014e-02 -3.545460e-02 -0.1487278754  0.0643737693  0.105268655
## HMG_38  1.034916e-03 -2.465536e-02 -0.1721096312  0.0048301410  0.003073433
## HMG_39 -1.350869e-01  8.898739e-02 -0.0274906026 -0.0774060286  0.073687393
## HMG_40  1.464663e-01 -1.204258e-01  0.0196580390  0.2799373278 -0.220608288
## HMG_41  8.667080e-02  4.286335e-03 -0.0076662445 -0.5023297184  0.294404782
## HMG_42 -1.696988e-01  2.752983e-02  0.0018218815  0.3060340658 -0.166949108
## HMG_43  1.742006e-02  2.486917e-02  0.1491549440  0.0199541365  0.052124837
## HMG_44  9.976738e-03  1.325139e-02  0.1519043800  0.1321339265  0.170895282
## HMG_45 -1.635380e-02 -5.397777e-04  0.1583585481 -0.0886659978 -0.050112658
## HMG_46 -2.649430e-02  9.436973e-03  0.2140452751  0.0187325603  0.005812910
## HMG_47  2.371754e-02  5.120601e-02  0.2981845539 -0.1323438852 -0.239347735
## HMG_48 -7.288262e-02 -3.423693e-02 -0.2726646496  0.1074526924  0.214080041
## AVG_49 -1.711357e-02  4.079659e-02 -0.0231599368  0.0600896369  0.028731552
## AVG_50 -1.232800e-02 -1.603782e-02 -0.0404564109 -0.0173931267  0.025622007
## AVG_51  1.222465e-03 -6.451641e-03 -0.0002024679 -0.0052352037 -0.005386053
## AVG_52  7.728707e-03 -3.206940e-03 -0.0024612188 -0.0050810808  0.002723048
## AVG_53 -1.179591e-02  1.795369e-04 -0.0130586624 -0.0192688107 -0.015909235
## AVG_54  1.206435e-02 -9.381598e-03 -0.0981169928  0.0330521623  0.026493364
## AVG_55  2.278107e-01 -2.852213e-01  0.0139786564  0.0802619884  0.006785804
## AVG_56 -1.592139e-01  3.861318e-01  0.0300490906 -0.0528115289  0.062278472
## AVG_57 -2.661178e-01 -1.114664e-01 -0.0567938635 -0.0600460582 -0.123754776
## AVG_58  2.431441e-01  3.402077e-02  0.0345554175  0.0498074067  0.044458968
## AVG_59 -6.118748e-04 -8.061691e-02 -0.1072038705 -0.2127621624 -0.285837797
## AVG_60 -1.201826e-02  8.283526e-05 -0.1279449566 -0.0154640764 -0.020503147
## AVG_61 -1.599993e-02  1.796328e-02  0.0647202471  0.2020758810  0.325581764
## AVG_62 -1.265451e-02  2.644880e-02  0.0673966616  0.1578179828  0.245850890
## AVG_63  9.765905e-02 -5.246890e-02  0.0152564143  0.0174483520 -0.048827218
## AVG_64 -1.737475e-01  4.017643e-02 -0.0302022567 -0.1118337630  0.121203470
## AVG_65  1.077154e-01  2.593116e-01 -0.0390326369  0.3013792500 -0.169087881
## AVG_66 -3.339716e-02 -3.026891e-01  0.0384206302 -0.2107289832  0.116452482
## AVG_67  3.251644e-02  3.152904e-02  0.0629096787  0.0569137332  0.084828015
## AVG_68  8.725157e-03  1.234900e-02  0.0822439428 -0.0735805012 -0.097613566
## AVG_69  1.116721e-04  6.436519e-03  0.0330045650 -0.0881711508 -0.136004612
## AVG_70 -7.636839e-03  3.223759e-03  0.0355937113 -0.0258299838 -0.033640779
## AVG_71  3.056309e-02  2.282641e-02  0.1655526220 -0.0492342895 -0.096416497
## AVG_72  3.477185e-04 -2.124672e-02 -0.1161227197  0.0405499339  0.054776609
## STD_73 -1.967488e-02 -2.354958e-03  0.0051452168 -0.0173788318  0.008031714
## STD_74  1.279130e-02  1.403106e-02  0.0265990496  0.0063273011 -0.034792485
## STD_75  1.112709e-03  9.258452e-04 -0.0033592843  0.0023514777  0.002998583
## STD_76 -5.821171e-03  2.608812e-03  0.0030677359  0.0028248404 -0.002293118
## STD_77  1.715462e-03 -6.466147e-03  0.0118355093  0.0088341736 -0.003729152
## STD_78 -8.334058e-04  8.655844e-03  0.0240119647 -0.0083030302 -0.006798045
## STD_79 -5.437915e-02  4.847564e-02 -0.0134668601 -0.0065057521 -0.002025531
## STD_80  2.242322e-02 -5.167768e-02  0.0010636053  0.0164655393 -0.015148525
## STD_81  9.192609e-02 -1.791782e-02  0.0134095614  0.0065869315  0.019234143
## STD_82 -7.277852e-02  9.899968e-03 -0.0147588595 -0.0091642280 -0.006266914
## STD_83 -9.667000e-03 -2.324026e-03  0.0162657646 -0.0233235211 -0.010319041
## STD_84 -1.581316e-03  4.836041e-03 -0.0438595482  0.0039771525  0.004618049
## STD_85  1.024505e-02  3.063558e-03 -0.0551275002  0.0182173573  0.008837236
## STD_86  1.218034e-02 -7.387510e-03  0.0868680984 -0.0199685611 -0.042587420
## STD_87 -7.213598e-02  4.088931e-02  0.0058095015 -0.0131734760  0.016499070
## STD_88  5.829765e-02 -3.265935e-02 -0.0117171029  0.0339959241 -0.030423610
## STD_89  2.424821e-03 -2.191870e-02  0.0150882044 -0.0771854576  0.045762877
## STD_90 -4.927816e-04  3.551275e-02 -0.0013113770  0.0543150845 -0.033138010
## STD_91 -1.444672e-02  1.866974e-02  0.0695365901  0.0265656472  0.047427242
## STD_92  1.345544e-02 -2.866279e-02 -0.0706732152 -0.0157948493 -0.035530962
## STD_93  1.510994e-02 -1.407554e-02 -0.0606913720 -0.0200535398 -0.045970027
## STD_94 -5.210964e-03  2.053609e-02  0.0440684895  0.0374234796  0.051435988
## STD_95  6.818902e-02  7.291172e-02 -0.0593144435  0.0010275152 -0.038937066
## STD_96 -6.316900e-02 -5.920004e-02  0.0517434050 -0.0022002960  0.041525072
##                 PC71          PC72          PC73          PC74          PC75
## HST_1   0.1788231835  0.0062655782  2.270945e-01  0.1310228992 -0.0354546962
## HST_2   0.0014759861 -0.0016253830  4.946977e-03  0.0048887440 -0.0028920565
## HST_3  -0.0013763252 -0.0063330578  8.666702e-03 -0.0061230360 -0.0019589560
## HST_4   0.0036340927 -0.0057759685 -2.907705e-03 -0.0015086074  0.0002931755
## HST_5  -0.0159593692  0.0011281880  1.144616e-02 -0.0006695406 -0.0071738499
## HST_6   0.0200428906  0.0012779470  6.273010e-03 -0.0092859838  0.0481912952
## HST_7  -0.0239643560  0.0233122214 -9.085479e-03 -0.0082045727 -0.0024647854
## HST_8   0.0659121114 -0.0718204020 -3.213807e-03 -0.0014596345  0.0048214672
## HST_9  -0.0572455869  0.1371322882 -1.085202e-02 -0.0021678747  0.0004268617
## HST_10  0.0555649728 -0.1134177005  4.242928e-03  0.0023770917  0.0069936132
## HST_11 -0.1322999103 -0.0257728963  2.392760e-01  0.2543879827 -0.0101675674
## HST_12 -0.1360385268 -0.0326138222  2.654152e-01 -0.0815326868 -0.0207327200
## HST_13 -0.1486792885  0.0059031027 -6.997676e-02  0.0293432595 -0.1794482302
## HST_14 -0.1261914603 -0.0114974383 -8.614959e-02  0.0173534621 -0.0404013753
## HST_15 -0.0198971635 -0.0090064786  6.877209e-03 -0.0030729023 -0.0051993304
## HST_16  0.0112369050 -0.0045260169  1.035237e-02 -0.0026154430  0.0057033804
## HST_17 -0.0057557863  0.0234664618  2.678247e-03  0.0072074100 -0.0012601458
## HST_18 -0.0222217449  0.0044210185  8.909929e-03  0.0026214747 -0.0090825732
## HST_19  0.1523838819 -0.0203047568 -6.109084e-02  0.0981004593  0.1521482970
## HST_20  0.2697397777  0.1357114113 -2.449149e-01 -0.0304512969 -0.1888997956
## HST_21 -0.0797493155 -0.0572504077 -2.619846e-01 -0.1524280982  0.1479542200
## HST_22 -0.0433581861 -0.0353934792 -1.736860e-01 -0.1449324994  0.0966514949
## HST_23  0.2024912468  0.0755804677 -1.585953e-02 -0.0624056559 -0.0213567035
## HST_24 -0.1775575958 -0.0761116541  2.836685e-02  0.0506297077  0.0168885273
## HMG_25  0.1795672725  0.0245804417  2.407365e-01  0.4178801404 -0.3387631446
## HMG_26  0.0103015902  0.0035512687  9.794917e-03 -0.0029445519 -0.0014769799
## HMG_27  0.0082687155  0.0117336512 -1.254148e-03  0.0004423272  0.0009226339
## HMG_28 -0.0017480953  0.0032347743 -3.668753e-04 -0.0007681941  0.0007813232
## HMG_29 -0.0029457792  0.0032570164 -1.373797e-03 -0.0124549524  0.0141375288
## HMG_30 -0.0737309656 -0.0322452296  1.703617e-02  0.0469381441 -0.0458568617
## HMG_31  0.0829981747 -0.1603282207 -3.858259e-02 -0.0062738690 -0.0239032382
## HMG_32 -0.1738747097  0.3501893522  2.928556e-02  0.0079920745  0.0018546723
## HMG_33  0.1870368690 -0.4373779014 -1.924782e-02  0.0236792219  0.0167541282
## HMG_34 -0.1210832684  0.2985738145  2.793139e-02 -0.0175264040 -0.0137883227
## HMG_35  0.0839490608 -0.0328069084  1.353050e-01 -0.0054523472  0.2886637775
## HMG_36  0.0630661007 -0.0004671403  1.362288e-01 -0.2335537675  0.1473922245
## HMG_37  0.0941079263  0.0337978028 -2.737065e-01 -0.0364530553 -0.1494220462
## HMG_38  0.0351720472  0.0384673684 -2.458813e-01  0.0318945672 -0.0631246237
## HMG_39  0.0169017675  0.0388285183 -1.138207e-02 -0.0226214155 -0.0032874506
## HMG_40 -0.0434379473 -0.0239669373  3.608691e-03  0.0300262556 -0.0035208691
## HMG_41  0.0085579374  0.0616377381  2.120867e-02 -0.0031677886 -0.0026147251
## HMG_42  0.0566283859 -0.1130614887 -2.072096e-02  0.0028079564 -0.0012685555
## HMG_43 -0.1025555588 -0.0838454785  2.850736e-01  0.0210905976  0.1842430099
## HMG_44  0.0818603477  0.1008698873 -1.524791e-02 -0.0632883757 -0.1948942520
## HMG_45 -0.2504262447 -0.0909704195 -8.511393e-02 -0.1403697873  0.1718213858
## HMG_46 -0.2238274854 -0.0522614427 -1.266319e-02 -0.0590019968  0.0921499777
## HMG_47  0.2378409854  0.1124728499 -4.376835e-02 -0.0808612988 -0.0066890661
## HMG_48 -0.1875515980 -0.0636805371  3.633589e-02  0.0681362645  0.0072111739
## AVG_49  0.1894404610  0.0993659882  1.772867e-01  0.0495558222  0.2895861393
## AVG_50 -0.0275942586 -0.0108507035 -1.555347e-02  0.0145198776  0.0062841911
## AVG_51  0.0073186718 -0.0002809978  1.939138e-04  0.0071020019  0.0053806053
## AVG_52 -0.0054295882  0.0015931889  1.225058e-02  0.0027815505  0.0001263154
## AVG_53  0.0175160089 -0.0135972884 -2.361857e-03  0.0145865990 -0.0031851540
## AVG_54 -0.0674249480 -0.0318940775  3.701741e-02 -0.0004917879  0.0125077426
## AVG_55 -0.0363475564  0.1625066578  4.641733e-02 -0.0169560637  0.0178927300
## AVG_56  0.0937866692 -0.3135487859 -7.562836e-02  0.0161540853 -0.0144287372
## AVG_57 -0.1534166998  0.3257443252  5.348886e-02 -0.0150040854 -0.0029158591
## AVG_58  0.0910037245 -0.2004721997 -1.957726e-02  0.0203447937  0.0024227262
## AVG_59 -0.1607463611 -0.1477405464 -8.204160e-02  0.2134382552 -0.1368485773
## AVG_60  0.0938590655 -0.0407106702  1.815779e-01 -0.2089161555 -0.0069658171
## AVG_61  0.1642164179  0.1444054694 -7.004802e-02 -0.0601846292  0.0172605741
## AVG_62  0.1430864625  0.1272172883 -7.724282e-02  0.0115486395  0.1550585165
## AVG_63 -0.0051663450 -0.0286729405 -1.306939e-02  0.0108143368 -0.0049370950
## AVG_64  0.0298376486  0.0222503856  5.748052e-03 -0.0140837305  0.0356553943
## AVG_65  0.0114527980 -0.0885681731 -1.120907e-02  0.0058929143 -0.0068813718
## AVG_66 -0.0279034320  0.1193325805  2.810485e-02 -0.0021312949  0.0060739023
## AVG_67  0.0051926926  0.0011291750  1.973913e-01  0.1601697448 -0.0802333396
## AVG_68 -0.1597064918 -0.0514441855 -6.915299e-02 -0.1279027059 -0.5105986265
## AVG_69 -0.1466321992 -0.0565576587 -1.431537e-01 -0.0503290870  0.0530578735
## AVG_70 -0.0292976653  0.0265151917 -1.184225e-01 -0.0140070616  0.1341321345
## AVG_71  0.2084256798  0.0925955145 -3.472876e-02 -0.0021723111  0.0264191871
## AVG_72 -0.1838025031 -0.0935031734  2.486624e-02  0.0029095275 -0.0169833052
## STD_73 -0.0283146045 -0.0120931400 -3.437994e-02 -0.0365076177 -0.0227165643
## STD_74  0.0189668091 -0.0021511995  2.838020e-02 -0.0521453900 -0.0429486007
## STD_75 -0.0035596976 -0.0030594187  9.391147e-05  0.0005670512 -0.0010447066
## STD_76  0.0056560572 -0.0017827631 -1.087663e-02 -0.0021773240 -0.0003420108
## STD_77 -0.0116133169  0.0038954042 -3.989224e-03 -0.0038391541 -0.0015168692
## STD_78  0.0129247790  0.0048778852 -6.616334e-03  0.0012529488 -0.0028477697
## STD_79  0.0098136087 -0.0314747593 -7.699547e-03  0.0041943306  0.0008335216
## STD_80 -0.0250849413  0.0818317235  1.319134e-02 -0.0013306575  0.0011147421
## STD_81  0.0216487806 -0.0775647289  3.111330e-03  0.0022956674  0.0020528965
## STD_82 -0.0134512713  0.0413934003 -8.028296e-03 -0.0052667889 -0.0027468180
## STD_83 -0.0299209469  0.0105697641 -1.303689e-01  0.1612182800  0.0605649903
## STD_84  0.0230094245 -0.0284385902  1.233778e-01 -0.2474390612 -0.1035925278
## STD_85  0.0405978516 -0.0316639911  2.129860e-01 -0.3466432197 -0.1266723679
## STD_86 -0.0735424836  0.0214740421 -1.662872e-01  0.3224650414  0.1332287388
## STD_87  0.0001236191  0.0033344401  7.461253e-04 -0.0076234687 -0.0055928481
## STD_88  0.0028309146 -0.0017998079 -6.050582e-03  0.0073348354  0.0003170234
## STD_89  0.0063546820  0.0060804358 -1.837326e-03 -0.0052141609 -0.0037257385
## STD_90  0.0010948588 -0.0136641952  1.498233e-03  0.0066607490  0.0041219396
## STD_91  0.0104095419  0.0535913843 -1.308666e-01  0.2189969548  0.1905582233
## STD_92 -0.0061284579 -0.0388484199  8.011979e-02 -0.2009752442 -0.0749999154
## STD_93  0.0057074475 -0.0352942551  8.899827e-02 -0.0345813889 -0.0120064410
## STD_94  0.0384058867  0.0465736156 -3.475872e-02  0.1564699607 -0.0229796907
## STD_95 -0.1178657082 -0.0779200960 -6.935087e-03  0.0278483822  0.0073958703
## STD_96  0.1083305448  0.0713135267  1.672068e-02 -0.0308699442 -0.0055427448
##                 PC76          PC77          PC78          PC79          PC80
## HST_1  -3.724173e-01 -2.526370e-01  2.087679e-01  5.185005e-03  1.060532e-01
## HST_2  -2.409178e-03 -2.548234e-03 -2.810450e-03 -1.049639e-03  1.010695e-03
## HST_3  -1.346097e-02 -4.710053e-03  5.834809e-03 -3.719900e-04 -3.213077e-03
## HST_4  -1.420418e-04  8.368401e-04 -2.073309e-03 -6.745333e-04 -2.725069e-03
## HST_5   6.264757e-03  3.481404e-03 -2.961654e-03  3.226942e-03 -7.718318e-03
## HST_6  -3.120599e-02 -1.077866e-02 -2.637171e-04  3.475858e-02  1.368642e-02
## HST_7  -2.821195e-02 -1.111711e-02 -8.903002e-03 -8.273159e-03  1.346990e-03
## HST_8   8.669473e-04 -6.237319e-03  1.099881e-02  2.483455e-03  2.001920e-03
## HST_9   1.579114e-02  9.870035e-03  2.601926e-03  3.951945e-03  6.048001e-03
## HST_10 -1.462742e-02 -1.169192e-02  1.842780e-03 -4.814000e-03  2.378145e-03
## HST_11  4.031843e-01  7.582122e-02  1.392089e-01  7.391055e-02 -7.591860e-02
## HST_12 -4.489785e-05  2.698533e-01 -3.382406e-01 -6.666482e-02  1.011094e-01
## HST_13 -1.208086e-01 -9.892721e-02 -4.406759e-02  2.260927e-02 -1.330975e-01
## HST_14 -7.202596e-02 -4.985775e-02  3.040761e-02  1.813680e-02 -8.956281e-02
## HST_15 -3.134866e-03 -1.198126e-02 -5.164902e-03  4.112166e-03 -5.741431e-03
## HST_16 -2.124149e-02 -5.643271e-03  7.553523e-03 -3.649146e-04  2.036837e-03
## HST_17  6.877399e-03  3.570274e-03  5.092611e-03  1.025255e-03 -4.438087e-03
## HST_18  4.211679e-03  5.572819e-03 -7.740569e-03 -1.049251e-03 -4.798953e-03
## HST_19  3.073704e-01  2.704548e-01  2.439911e-03 -6.842410e-02  1.145067e-01
## HST_20  2.729176e-02  6.263188e-02 -1.474609e-01 -8.837444e-02 -9.501890e-02
## HST_21  9.131308e-02 -1.312894e-01  7.955316e-02  4.546428e-02  9.000677e-02
## HST_22 -1.090948e-01 -9.419982e-02  8.167201e-02  2.652249e-02  1.079437e-01
## HST_23 -2.117167e-02 -1.799671e-02  3.120020e-02 -1.781598e-01 -4.003659e-02
## HST_24  1.383793e-02  1.580410e-02 -2.302085e-02  1.555441e-01  2.637958e-02
## HMG_25  2.361788e-01 -1.164946e-02  4.004288e-02 -9.775217e-03  6.187949e-02
## HMG_26  2.698053e-03  1.321339e-04 -5.633191e-03  5.774173e-03  2.868235e-03
## HMG_27  9.682176e-03  3.362232e-03  4.483432e-03 -7.115268e-03  1.878425e-03
## HMG_28  2.026679e-03  1.209285e-03 -3.439714e-04  3.575415e-04 -9.407322e-06
## HMG_29  4.857011e-03  5.916566e-03  3.025760e-03  1.659020e-03  1.700178e-03
## HMG_30  3.075130e-02  1.621611e-02 -6.155698e-03  2.922413e-02  4.284777e-03
## HMG_31 -2.309071e-03  3.041247e-02 -3.362916e-02 -1.767461e-03 -6.314545e-03
## HMG_32  1.384480e-02 -3.492732e-02  2.923752e-02  1.163311e-02 -1.292262e-02
## HMG_33  1.753672e-02  1.481312e-02 -3.633691e-03 -3.039000e-03  7.490131e-03
## HMG_34 -7.672245e-03  1.525603e-04  5.738712e-03  2.715854e-04  1.120899e-02
## HMG_35 -1.307002e-01 -2.116812e-01  2.996449e-01  4.061169e-02  6.433102e-02
## HMG_36 -1.860693e-01  1.938294e-01 -2.777833e-01 -9.623713e-02  2.630934e-01
## HMG_37 -7.022486e-02 -9.537008e-02 -3.815204e-02  5.082467e-02 -1.455500e-01
## HMG_38  1.359380e-01  3.184661e-02  1.276283e-02  5.181084e-02 -1.864141e-01
## HMG_39  9.805873e-03  6.410836e-03 -2.311679e-03 -6.445075e-03  7.306257e-03
## HMG_40  1.394993e-02 -6.201339e-03  1.417442e-02  6.928121e-03  1.008391e-02
## HMG_41 -3.175172e-03  2.089878e-02 -1.154203e-02 -1.604337e-02 -5.783716e-03
## HMG_42 -7.668893e-03 -2.050226e-02  1.223498e-03  6.410066e-03 -5.074579e-03
## HMG_43 -2.615381e-01 -8.510923e-02  1.983891e-02  8.999740e-02 -1.760038e-01
## HMG_44 -2.202179e-01  2.041928e-02 -1.454504e-01 -6.081521e-02 -1.310230e-01
## HMG_45  8.164916e-02 -8.947040e-02  3.760630e-02  5.213051e-02  4.165405e-02
## HMG_46  1.958430e-01  1.937564e-01  1.649261e-03 -7.400967e-02  2.161106e-01
## HMG_47  1.951597e-02  1.444668e-02  4.138136e-02 -1.969540e-01 -4.587800e-02
## HMG_48 -1.103778e-02 -1.085512e-02 -3.547433e-02  1.680795e-01  4.223730e-02
## AVG_49  2.165557e-02  1.178790e-01 -1.420633e-01  5.098371e-03 -5.064645e-01
## AVG_50 -8.147683e-04 -2.293593e-04  1.209661e-02 -1.154010e-02 -5.467246e-03
## AVG_51  1.923970e-03 -2.983829e-03 -1.132295e-02  1.442714e-02  1.021094e-03
## AVG_52 -6.375403e-03 -2.298280e-03 -1.519670e-03 -4.260288e-03  4.873753e-05
## AVG_53 -9.028193e-03 -7.951287e-03 -4.247174e-03 -6.235573e-05  9.132756e-03
## AVG_54 -2.467847e-03  1.537675e-03  1.752040e-02 -1.361197e-01 -4.830454e-02
## AVG_55  1.864226e-02 -6.992582e-03  1.593152e-02  1.714185e-03  1.425512e-02
## AVG_56 -5.866570e-04  1.573111e-02 -1.049186e-03 -3.055287e-03 -1.023026e-02
## AVG_57 -2.702980e-02 -1.425856e-02 -5.042121e-03 -2.066121e-04 -1.212911e-02
## AVG_58  1.717825e-02  5.452852e-03 -7.342128e-03  3.758824e-03 -1.443777e-02
## AVG_59 -1.119212e-01 -5.295249e-02 -7.654585e-02 -2.041652e-02 -1.287584e-01
## AVG_60 -4.923229e-02  9.802992e-02 -2.128576e-01 -1.091767e-01  1.524148e-01
## AVG_61  8.455502e-02 -9.454720e-02  2.090613e-01 -4.239968e-02  2.439214e-01
## AVG_62  5.451808e-02  6.080287e-02  2.040508e-01 -9.318219e-03  6.818210e-02
## AVG_63 -7.338146e-03  6.390186e-03  7.903324e-03 -5.789303e-04 -2.247949e-03
## AVG_64  1.571471e-02  4.395038e-03 -1.279921e-02 -2.790789e-03 -1.084008e-02
## AVG_65 -1.305109e-02 -8.976896e-03  1.306585e-03  1.107372e-02  1.393067e-02
## AVG_66 -4.859434e-04  8.489923e-03  2.136907e-05 -8.154867e-03  5.284049e-03
## AVG_67 -1.961988e-03 -2.230542e-01 -3.509007e-02  3.178403e-02  1.208889e-01
## AVG_68 -8.682566e-02  5.491646e-02  3.013003e-02  3.433802e-02  1.881072e-01
## AVG_69  1.239055e-01 -6.710758e-02  4.591903e-02  7.494277e-02 -1.395677e-01
## AVG_70  4.310832e-02  9.494688e-02  3.941453e-02  1.402247e-03 -1.639399e-01
## AVG_71  1.658288e-02  1.944871e-02 -1.577582e-01  6.360092e-01  1.660222e-01
## AVG_72 -1.538762e-02 -2.311072e-02  1.256983e-01 -5.281876e-01 -1.256489e-01
## STD_73  2.772738e-02 -4.557313e-02 -1.074117e-02  9.948126e-03  3.424890e-02
## STD_74  6.776924e-03  7.163160e-03  1.258335e-02  3.303272e-02 -3.473829e-02
## STD_75 -6.041133e-04  1.796839e-04  2.224940e-03 -4.065480e-03 -4.050464e-04
## STD_76  5.572095e-03  1.763784e-03  1.343344e-03  2.866306e-03 -2.024223e-04
## STD_77 -2.818036e-03  7.422702e-03  4.443477e-04  6.633840e-04 -5.211116e-04
## STD_78 -4.671258e-04  7.172985e-04 -4.304415e-03  2.882212e-02  1.173923e-02
## STD_79  1.111597e-03  2.118701e-03 -1.876254e-03 -2.561751e-03  1.959722e-03
## STD_80 -1.757731e-03 -1.932028e-03  6.167816e-04  6.356616e-03 -8.227439e-05
## STD_81  2.441555e-03  5.037343e-05  1.092289e-03 -6.869406e-03 -5.191197e-04
## STD_82 -4.895775e-03 -8.499674e-04  2.279200e-04 -5.193450e-04  1.529063e-03
## STD_83 -1.622973e-01  1.464165e-01 -9.963236e-02  8.661562e-02 -9.929313e-02
## STD_84  1.614735e-01 -1.429043e-01  2.005831e-02  4.044596e-02 -7.398958e-02
## STD_85  2.500617e-01 -2.107141e-01  7.725244e-02  1.280673e-03 -6.854682e-02
## STD_86 -1.916137e-01  1.556536e-01 -4.487120e-02 -2.070268e-02  7.284656e-02
## STD_87  1.116482e-02  1.029081e-02 -5.518422e-03 -4.400166e-03 -1.387547e-03
## STD_88 -5.713014e-03 -7.503417e-03  4.398170e-03  3.803186e-03  5.636187e-03
## STD_89  1.651633e-03 -1.669929e-03 -2.176581e-03 -1.040198e-03 -1.892645e-03
## STD_90  1.633994e-03  2.833669e-04  3.956867e-03  5.811112e-03 -3.222514e-03
## STD_91  1.397548e-01 -4.258629e-01 -3.831369e-01 -2.042512e-01  2.108102e-01
## STD_92 -5.778724e-02  2.829949e-01  2.784714e-01  1.484074e-01 -1.671027e-01
## STD_93  5.004582e-03 -8.652449e-02 -1.990162e-01  5.453001e-02 -1.341332e-01
## STD_94 -1.801581e-01  3.185485e-01  3.119870e-01 -9.108017e-02  2.133775e-01
## STD_95 -4.275097e-02  1.955099e-02 -1.108467e-02  1.274363e-02  2.221473e-02
## STD_96  4.344491e-02 -2.082300e-02  7.524213e-03 -1.679618e-02 -1.739349e-02
##                 PC81          PC82          PC83          PC84          PC85
## HST_1   9.620427e-02  2.655573e-01  9.229569e-02  2.060862e-01  3.153634e-01
## HST_2  -8.824634e-04  1.503284e-03 -1.399969e-03  9.387991e-04 -8.527949e-04
## HST_3  -2.994509e-03 -1.044713e-03  1.605267e-03 -5.632873e-04  7.349669e-03
## HST_4  -2.859028e-04 -4.893567e-04 -3.082269e-07 -5.101966e-04 -1.605609e-04
## HST_5  -4.737929e-03 -3.673178e-03 -1.192315e-03 -2.925655e-03 -3.041846e-03
## HST_6   1.667928e-02  2.786569e-03 -1.650890e-02  2.288488e-02 -7.970218e-02
## HST_7   3.914979e-03  7.890376e-03 -4.995425e-03 -3.924450e-03  6.803679e-04
## HST_8  -1.027044e-04 -3.929940e-03 -8.986418e-04 -4.217885e-03 -1.254936e-02
## HST_9   3.373407e-03  3.581842e-03  4.443779e-03  2.525461e-03  7.145770e-03
## HST_10 -2.012206e-03 -1.138963e-03 -2.247863e-03  9.034639e-04  7.391764e-03
## HST_11 -3.658831e-02 -6.441781e-02  4.438169e-02  6.722311e-02  1.736262e-01
## HST_12 -6.680368e-02 -1.145670e-01 -2.870623e-02  3.632506e-02  8.361253e-02
## HST_13  5.580009e-04  2.055429e-02 -5.454741e-02 -5.756480e-03 -2.852886e-01
## HST_14  1.302500e-01  1.330673e-01  8.095301e-02 -8.955091e-02 -1.615985e-02
## HST_15 -9.293496e-03 -1.519773e-02 -5.572400e-03 -3.078790e-03  2.173063e-03
## HST_16  6.845012e-03  7.632147e-03  4.011654e-03  1.042234e-03 -2.467854e-03
## HST_17  6.016395e-03  7.620858e-03  5.730764e-03 -2.593038e-03  6.460588e-03
## HST_18 -5.156049e-03 -2.453688e-03  2.146490e-03  4.875823e-03  7.817422e-04
## HST_19  1.400776e-01  2.541143e-01  8.652671e-02  9.093276e-02  1.166487e-02
## HST_20 -5.681354e-02 -1.213072e-01 -1.111312e-02 -6.977462e-02 -3.738836e-02
## HST_21 -1.752093e-01 -2.559082e-01 -2.045381e-01  2.451641e-01 -7.336803e-02
## HST_22  1.075604e-02 -4.919464e-02 -8.171249e-02 -4.148538e-01 -1.594027e-01
## HST_23 -5.836313e-02 -2.003929e-03  8.404932e-02 -7.061077e-02  2.943107e-01
## HST_24  4.620374e-02 -2.566470e-03 -6.683086e-02  5.645835e-02 -2.351672e-01
## HMG_25 -1.695975e-01 -2.116289e-01  1.091914e-01 -7.215414e-02 -2.844088e-01
## HMG_26 -1.689929e-03  5.993999e-04  2.834374e-03 -1.215061e-03  2.055966e-03
## HMG_27 -2.090192e-03  1.155923e-03  3.636293e-04  5.286384e-04 -6.599185e-03
## HMG_28  1.225220e-04  1.198214e-03 -4.074701e-04  8.557802e-05  5.571868e-04
## HMG_29  4.602501e-03  4.286561e-03  1.745817e-03  4.275571e-03  3.121820e-03
## HMG_30 -3.958065e-05 -2.052220e-03  3.052691e-02 -1.935686e-02  7.677212e-02
## HMG_31 -6.858152e-03 -4.834575e-03 -9.996853e-03 -4.364194e-04  3.839938e-03
## HMG_32  2.040438e-03 -2.675293e-03  3.729280e-03  3.739851e-03  1.272209e-02
## HMG_33  1.210985e-02 -3.052501e-03  7.749226e-03 -7.879999e-04  6.990847e-04
## HMG_34 -1.163397e-02  2.597976e-03 -3.706120e-03  9.666331e-04 -1.608807e-02
## HMG_35  8.598152e-02  1.283712e-01  9.153499e-02 -5.050811e-02 -2.083758e-01
## HMG_36 -1.236783e-02  2.478814e-02  2.239046e-02 -1.191821e-03 -6.887674e-02
## HMG_37 -6.144052e-02 -8.123048e-02 -1.467233e-01  3.684682e-02  4.681857e-02
## HMG_38  7.572009e-02 -2.353583e-02  1.944113e-02 -2.196292e-02  3.799674e-01
## HMG_39 -9.492128e-04  2.128506e-02 -1.640537e-02  6.504331e-03  2.097736e-03
## HMG_40 -3.344460e-03 -9.408090e-03  4.668772e-03  3.735352e-03 -4.735243e-03
## HMG_41  1.190946e-02  1.047914e-02  3.585322e-03 -2.271099e-02 -1.035582e-02
## HMG_42 -1.195287e-02 -1.236342e-02  2.745786e-03  1.218054e-02  6.102256e-03
## HMG_43 -6.670940e-03 -4.111294e-01  2.599970e-01 -9.457321e-02 -7.048141e-02
## HMG_44  4.131087e-02  1.746753e-01  3.873152e-03 -5.867428e-02  1.373074e-01
## HMG_45 -9.038237e-02 -1.098332e-01 -1.620375e-01  3.932330e-01  1.635525e-01
## HMG_46  1.458051e-01  3.925476e-01 -7.820047e-02 -1.828720e-01 -1.154045e-01
## HMG_47 -6.141671e-02  1.985341e-02 -9.764704e-02  7.696295e-02 -2.693539e-01
## HMG_48  5.276226e-02 -7.584852e-03  7.180084e-02 -6.393210e-02  2.157623e-01
## AVG_49  3.556379e-01 -9.268007e-03 -2.432719e-01  2.404304e-01 -1.303529e-01
## AVG_50  4.204826e-03 -3.980689e-04 -1.674743e-03  2.433565e-03 -5.327022e-04
## AVG_51  2.047520e-03  5.052242e-04 -5.040741e-03  1.852986e-04  1.019828e-04
## AVG_52  3.234266e-03 -1.481886e-03 -3.811082e-03 -7.295494e-04  9.973868e-04
## AVG_53 -4.365010e-03  5.172454e-05 -3.834480e-03 -5.807086e-03  8.833423e-04
## AVG_54 -4.673134e-03  8.846822e-04 -1.112190e-02  2.499398e-03  3.039453e-03
## AVG_55 -1.236843e-02 -1.151041e-02  1.449226e-02  1.105923e-02  1.743148e-03
## AVG_56  1.041037e-02  1.521394e-02 -2.303128e-03 -1.770601e-03 -7.670160e-03
## AVG_57 -8.945824e-03  4.624933e-03 -8.080144e-03 -1.437344e-02  1.437836e-03
## AVG_58  1.375175e-02 -4.685524e-03 -1.196367e-03  8.428315e-03  4.677373e-05
## AVG_59  1.501693e-01  7.091255e-02 -1.897693e-01 -7.779267e-02 -6.901778e-03
## AVG_60 -1.940886e-01 -1.886123e-01  4.769700e-02 -3.166672e-02  1.569329e-01
## AVG_61 -6.346734e-02 -4.137374e-02  8.520068e-02  2.081800e-01 -1.395010e-01
## AVG_62 -1.310415e-01  7.352911e-02  1.748313e-01 -5.748292e-03  4.054092e-02
## AVG_63  1.370036e-02 -8.410434e-03  2.491220e-02  3.732654e-03 -5.089116e-03
## AVG_64 -1.504003e-02  4.452097e-04 -1.384177e-02 -9.899683e-03  7.633199e-03
## AVG_65 -5.209649e-03 -4.752558e-03 -7.025263e-03  3.319431e-03 -3.354958e-04
## AVG_66  1.064051e-02  4.617358e-03 -4.394690e-03  7.224127e-03 -1.445994e-03
## AVG_67 -3.326887e-01  2.022016e-01 -5.645682e-01 -1.753478e-01  1.003536e-01
## AVG_68  3.286625e-01 -2.552896e-03  2.190177e-01  2.790275e-01 -1.165442e-01
## AVG_69 -1.749009e-01 -6.969058e-03  2.498078e-01 -3.470747e-02  8.830870e-02
## AVG_70  1.688445e-02 -3.410470e-02  1.803534e-01 -4.210826e-01  1.505664e-02
## AVG_71  8.981286e-02 -1.808539e-02 -2.280780e-02 -4.863693e-02  1.761659e-02
## AVG_72 -8.594411e-02  1.219975e-02  2.313553e-02  4.070653e-02 -1.505476e-02
## STD_73 -6.624408e-02  2.430199e-02  4.835536e-02 -1.576305e-02  6.733428e-03
## STD_74 -3.040203e-02  3.207162e-02 -7.260051e-04  1.944724e-04 -9.523074e-03
## STD_75 -1.864483e-04 -1.277273e-04  1.177745e-03  3.336544e-04 -2.456856e-04
## STD_76 -2.946198e-03  1.362750e-03  3.118227e-03  5.905044e-04 -8.163431e-04
## STD_77 -2.015595e-03  1.670783e-03  5.579578e-05  5.211957e-04  1.210157e-03
## STD_78  7.929269e-04  1.966992e-04  4.003293e-03 -8.670095e-04 -9.240772e-04
## STD_79  9.754292e-04  3.381002e-03 -3.192729e-03 -1.466016e-03 -1.310291e-04
## STD_80 -2.456375e-03 -3.344652e-03  1.908794e-03  1.003780e-03  2.588517e-03
## STD_81  2.708004e-03 -2.412933e-03  2.710845e-03  4.513076e-04 -2.224194e-03
## STD_82 -2.160225e-04  3.358595e-03 -1.496739e-03 -5.772384e-04 -1.820366e-04
## STD_83 -3.318058e-01  2.099387e-01  1.319738e-01  1.786967e-01 -1.125414e-01
## STD_84 -3.998001e-02  7.428715e-02  1.059346e-01 -8.347731e-02  1.704195e-02
## STD_85  2.593171e-01 -5.511011e-02 -1.453136e-01 -8.615534e-02  1.842802e-02
## STD_86 -2.111447e-02 -5.130356e-02 -7.630642e-03  4.006826e-02  3.435414e-03
## STD_87 -3.491903e-03  2.378926e-03 -7.923347e-03  2.447675e-03  1.529519e-04
## STD_88  7.066245e-04  2.269135e-03  5.610289e-03 -1.228695e-03 -1.744461e-03
## STD_89  1.174930e-03  3.017323e-04  3.902187e-04 -2.067803e-03  1.136179e-03
## STD_90 -1.838808e-04 -3.149990e-03  2.326312e-04  1.187157e-03 -1.591929e-04
## STD_91  2.350659e-01 -1.071236e-01  1.091357e-01 -2.356558e-02  3.650964e-02
## STD_92 -1.625095e-01  4.608272e-02 -7.391679e-02 -8.210342e-03 -1.217075e-02
## STD_93 -1.707147e-01  2.242330e-01  1.329615e-01  1.109764e-01 -1.026482e-01
## STD_94  2.327676e-01 -3.132852e-01 -2.552050e-01 -8.231869e-02  1.216898e-01
## STD_95 -1.164195e-02  1.364774e-02  1.416900e-02 -1.468608e-02  1.034455e-02
## STD_96  8.622845e-03 -1.631853e-02 -1.594729e-02  1.325386e-02 -7.714269e-03
##                 PC86          PC87          PC88          PC89          PC90
## HST_1  -0.2001049489 -0.1466451252 -2.167368e-01 -1.636306e-02 -1.261103e-01
## HST_2  -0.0015069622 -0.0008857709 -2.151836e-04  6.277192e-04  1.013802e-04
## HST_3   0.0071986617  0.0023432791 -2.516088e-03  6.588298e-04  1.182893e-03
## HST_4  -0.0001082420 -0.0007967768  4.446484e-04 -1.196344e-04  2.133378e-04
## HST_5   0.0034718678  0.0008888199  3.113073e-03  3.842850e-04  5.201678e-03
## HST_6  -0.1202907083 -0.0491898397  5.004443e-03  4.879409e-03  5.884856e-03
## HST_7   0.0117252377 -0.0096243320  5.615087e-03 -1.392144e-05  7.157363e-04
## HST_8  -0.0059788926  0.0074191723  2.997411e-03 -2.992803e-03  6.377336e-03
## HST_9  -0.0051141704  0.0021495644 -1.210007e-03  4.144993e-03 -3.435144e-03
## HST_10  0.0047207323  0.0024066789 -6.186988e-03 -2.030760e-03 -3.732775e-03
## HST_11 -0.1947342084  0.1580716066 -2.163896e-01  8.130233e-02  3.751816e-02
## HST_12 -0.0879367429 -0.0030135390  1.208122e-02  9.714848e-02 -1.394431e-01
## HST_13  0.2764953825 -0.2629616425 -8.242484e-02 -1.508589e-01  1.001251e-01
## HST_14 -0.0096861078 -0.0674739099  5.354500e-01 -5.941781e-02  7.711780e-02
## HST_15 -0.0015441295  0.0079243482  2.545883e-03 -2.420763e-03 -7.925243e-03
## HST_16  0.0047241351  0.0024937763 -3.299239e-04  1.010915e-02  1.172296e-02
## HST_17 -0.0082731530 -0.0039341310 -4.856966e-03 -7.783338e-03  1.386953e-03
## HST_18  0.0048903519 -0.0103599917  3.014969e-03  2.791026e-04 -2.956941e-03
## HST_19  0.1129763777 -0.1679072772 -1.074121e-01  3.630178e-02  2.115010e-01
## HST_20 -0.0375316504 -0.0571854180  7.992406e-02 -3.799407e-01 -4.258233e-01
## HST_21  0.1213510719  0.1208362444  1.435018e-01  3.444845e-01  8.472772e-02
## HST_22 -0.0990078677  0.4290386792 -1.884131e-01  5.677484e-02  1.542181e-01
## HST_23  0.4249113520  0.1794151106 -2.047614e-02 -2.426537e-02 -5.173882e-02
## HST_24 -0.3436073284 -0.1457945628  1.041771e-02  2.104129e-02  4.284729e-02
## HMG_25  0.1914501841 -0.0327453926  1.141134e-01  4.447509e-02  5.416021e-02
## HMG_26  0.0020697973  0.0009569553 -3.034491e-04  4.977463e-05 -6.731685e-04
## HMG_27 -0.0091037091 -0.0024346135  3.030290e-03 -3.066937e-04 -3.201188e-04
## HMG_28 -0.0000552818  0.0002675891  1.183207e-04 -1.066621e-04  5.005739e-04
## HMG_29 -0.0054379517  0.0013506998 -1.811059e-03 -4.407167e-04 -1.523973e-03
## HMG_30  0.1141986774  0.0387357747 -8.339751e-03 -4.775877e-03 -1.948079e-03
## HMG_31 -0.0065498776 -0.0066023327 -6.776311e-03  1.249965e-02 -1.413692e-02
## HMG_32  0.0040345947  0.0033711158 -6.157394e-03 -1.616852e-02  1.716967e-02
## HMG_33 -0.0106305135  0.0125103903  2.542449e-02  2.552705e-04 -5.361654e-03
## HMG_34  0.0061924969 -0.0101308907 -1.382530e-02  3.964736e-03  3.093949e-03
## HMG_35  0.1422344534  0.0198181866  1.671319e-01 -2.078389e-01  1.417321e-01
## HMG_36  0.1153603051 -0.0960439825  4.051949e-02  2.449948e-01 -2.767021e-01
## HMG_37 -0.0009721793 -0.0278729955 -4.856399e-01  5.994060e-02  3.558650e-02
## HMG_38 -0.2930391302  0.2230292328  2.741210e-01 -4.719458e-02 -7.799534e-03
## HMG_39  0.0054807457 -0.0051624518  3.473232e-03 -7.853588e-04  8.875449e-03
## HMG_40 -0.0052713256  0.0060300668 -7.136413e-03 -1.355118e-02 -1.302592e-02
## HMG_41  0.0024567788  0.0106174149 -8.372483e-04  1.163954e-02 -4.033986e-03
## HMG_42 -0.0029053457 -0.0103597055  5.093189e-03  6.741313e-04  4.083563e-03
## HMG_43 -0.1081962734  0.0932793085 -3.478942e-02  3.744160e-02 -1.805805e-01
## HMG_44  0.0066576004 -0.0951587817  6.001729e-02  3.999305e-01  3.727340e-01
## HMG_45  0.0659035160 -0.1933651740  1.463515e-02 -3.588110e-01 -2.263081e-02
## HMG_46 -0.0025264710  0.0871202947 -1.203947e-01 -1.130834e-01 -1.595276e-01
## HMG_47 -0.3874876942 -0.1290658672  2.675600e-02  3.164818e-02  3.713380e-02
## HMG_48  0.3125569967  0.1062753018 -1.569447e-02 -3.011653e-02 -3.176142e-02
## AVG_49  0.1353505852  0.1753873985 -1.476387e-02 -2.083102e-02  6.713442e-02
## AVG_50 -0.0005397010  0.0003807192 -1.517052e-04 -1.097398e-03 -2.162441e-05
## AVG_51  0.0018883286 -0.0008894198 -4.724684e-04  2.037569e-04 -8.853962e-04
## AVG_52  0.0031064073  0.0022731815  1.935374e-03 -2.333365e-04 -4.663866e-04
## AVG_53  0.0017623489 -0.0039914422  9.212728e-04 -1.921154e-04 -3.169034e-03
## AVG_54  0.0007327223  0.0113461397 -3.042775e-03  8.381313e-04 -2.165579e-03
## AVG_55 -0.0040827273  0.0077568963  2.360574e-03 -9.089865e-03  1.274145e-02
## AVG_56  0.0040231723 -0.0043113548 -1.693526e-03  1.629078e-02 -2.332268e-02
## AVG_57  0.0043676207 -0.0085507359 -2.853845e-03 -4.478233e-03  7.836653e-03
## AVG_58 -0.0010096561  0.0029119522  9.708653e-04 -2.211153e-03  1.163134e-03
## AVG_59  0.0271704475 -0.0550576278  1.578682e-02  1.233475e-01 -1.863201e-01
## AVG_60 -0.0985919113 -0.0039375005  2.106415e-02 -3.524578e-01  5.015961e-01
## AVG_61  0.0607400035  0.0995352686 -1.775100e-01  4.629276e-02 -9.784432e-02
## AVG_62 -0.0731842596  0.0602036543  2.614118e-01  1.609569e-01 -1.740072e-01
## AVG_63 -0.0025317805 -0.0020514547 -5.209477e-03  2.403790e-03 -1.331068e-03
## AVG_64  0.0021500229 -0.0128392514  2.743604e-03  4.790258e-03  2.558490e-03
## AVG_65 -0.0023322225  0.0067226516  2.833650e-03 -8.867417e-03  2.064821e-03
## AVG_66  0.0032642204  0.0101091085 -1.807433e-04  2.519577e-03 -6.424902e-04
## AVG_67 -0.0181991357  0.0579862169  1.136133e-01 -4.995889e-02 -4.348482e-02
## AVG_68 -0.0318394809  0.2685585665  1.136804e-02 -7.533680e-02  4.282226e-02
## AVG_69  0.0461133238 -0.4013020790 -1.004457e-02  2.404767e-01 -3.320696e-02
## AVG_70 -0.0479034107 -0.1792668405 -2.119793e-01 -1.510423e-01 -3.087337e-03
## AVG_71  0.0089016762 -0.0604308665  1.491454e-02 -7.963351e-03  9.155139e-03
## AVG_72 -0.0097851416  0.0446555467 -1.349449e-02  9.800934e-03 -5.600711e-03
## STD_73 -0.0165511399 -0.0157308809 -2.465657e-03  2.940320e-03 -2.935141e-03
## STD_74  0.0060911047  0.0088516628 -7.088694e-04  2.276774e-03 -1.456252e-02
## STD_75 -0.0004155810  0.0001051970 -2.382709e-04  2.334318e-05  1.093568e-05
## STD_76 -0.0026616799 -0.0018610242 -1.653357e-03  2.548043e-04  2.894462e-04
## STD_77 -0.0011602789  0.0012085558  1.434832e-04 -7.512170e-04  1.443908e-04
## STD_78 -0.0006864911 -0.0032749899 -7.387927e-05 -1.810105e-04  7.630593e-04
## STD_79  0.0020222641 -0.0014951884 -9.074226e-04  1.316974e-04 -1.900905e-03
## STD_80 -0.0003269807  0.0020917238 -4.818088e-05 -1.084193e-03  2.361600e-03
## STD_81 -0.0040992308  0.0015823600  2.168093e-03  3.427558e-07  1.680661e-03
## STD_82  0.0025919927 -0.0036303097 -5.205852e-04  8.839263e-05 -9.932035e-04
## STD_83  0.0075574710  0.2161104629 -2.475049e-02 -4.142271e-02 -4.229369e-02
## STD_84 -0.0335778440 -0.0890384614 -2.444525e-03 -2.026768e-02  9.091892e-02
## STD_85  0.0404370379 -0.0497920293  2.299406e-02  9.475206e-02 -1.661112e-01
## STD_86 -0.0020487861  0.0051857417 -1.450394e-02 -3.676657e-02  7.505362e-02
## STD_87 -0.0060381705 -0.0012681776  1.219430e-03  5.249326e-04  2.429389e-03
## STD_88  0.0046178339 -0.0007430466 -2.247928e-03 -2.250990e-03 -2.497979e-03
## STD_89  0.0011558404  0.0019009619  5.185880e-04  1.734006e-03 -1.806183e-03
## STD_90 -0.0013921737 -0.0004841139 -4.540828e-04  3.843494e-04  1.094783e-03
## STD_91 -0.0518016203 -0.0305050861 -6.871718e-03  2.111030e-02  3.152098e-02
## STD_92  0.0424686717 -0.0261723520 -2.274950e-03 -1.455025e-03 -1.939164e-02
## STD_93 -0.0115304629  0.1834458316 -1.523921e-02 -3.768409e-02 -1.640970e-02
## STD_94  0.0202008748 -0.1561216629  4.115577e-02  1.579469e-02  4.660255e-02
## STD_95 -0.0010828768 -0.0013797383  3.391998e-03  1.785498e-03  2.683231e-03
## STD_96  0.0004920538  0.0015824469 -2.686401e-03 -1.763645e-03 -1.644462e-03
##                 PC91          PC92          PC93          PC94          PC95
## HST_1  -6.309503e-02 -3.723963e-02 -7.824231e-02 -5.321913e-02 -1.963589e-02
## HST_2  -5.469770e-04 -5.212888e-04  6.289062e-06 -4.958886e-04  9.350853e-05
## HST_3   2.192834e-03  8.955193e-04  7.793069e-04 -7.428988e-04  8.305182e-04
## HST_4   2.714908e-04 -1.148193e-04  3.047674e-04 -2.163517e-04 -6.181148e-05
## HST_5   3.904551e-03  1.664248e-03  1.646442e-03 -1.567596e-04  3.885075e-04
## HST_6   3.006893e-03 -7.170873e-04 -4.230742e-03 -1.621887e-03 -3.204259e-03
## HST_7  -6.710454e-03  5.472198e-03  4.679746e-04 -1.155680e-03  1.254462e-03
## HST_8   5.441501e-03 -8.143207e-03 -1.403253e-03  1.574562e-03 -2.084717e-03
## HST_9   3.495766e-03 -1.890880e-04 -1.396570e-04  2.108614e-03  1.381110e-03
## HST_10 -4.276864e-03  1.865483e-05  7.177852e-04 -1.501462e-03 -1.898575e-04
## HST_11  2.766997e-01 -2.089351e-01 -4.365549e-02 -9.327574e-03 -4.280378e-02
## HST_12 -4.472601e-01  4.454165e-01  1.430472e-01  1.090193e-03  8.518682e-02
## HST_13 -9.549701e-02 -5.380802e-02 -8.485045e-03 -5.016731e-02 -4.778062e-02
## HST_14  2.996734e-01 -8.607174e-02 -1.032611e-01  7.061113e-02  2.351459e-02
## HST_15 -2.905619e-04 -4.362133e-03 -2.304287e-03 -1.235764e-03  1.426207e-03
## HST_16  9.860746e-04  2.523616e-03  3.979337e-04 -1.371325e-03 -1.813679e-04
## HST_17  5.599846e-03  2.670618e-03  5.978456e-03  7.464718e-03 -1.106340e-03
## HST_18 -1.594766e-03  1.139635e-03 -5.574225e-03 -5.261853e-03  6.715583e-04
## HST_19  2.100772e-02  1.499739e-01  8.988474e-02  2.184625e-03 -2.728117e-02
## HST_20 -6.301093e-02 -1.353597e-01 -1.593267e-03  8.632874e-02 -3.052893e-05
## HST_21 -1.982230e-01 -1.419258e-01 -2.946537e-01 -3.562546e-01 -4.321639e-03
## HST_22  1.514008e-01  1.316270e-01  3.309015e-01  3.076617e-01  3.057908e-02
## HST_23 -7.730677e-03 -1.548830e-02  6.365565e-03 -6.935675e-04  1.049349e-02
## HST_24  1.209665e-02  1.270335e-02 -4.175672e-03  1.502820e-03 -7.322170e-03
## HMG_25  4.890459e-02  8.724221e-02  5.094122e-02 -2.192541e-03  7.709234e-04
## HMG_26 -2.268214e-04 -7.826515e-04 -5.002573e-05  1.073614e-03  1.516664e-04
## HMG_27 -2.472876e-03 -6.809080e-04 -8.877093e-04  6.116932e-04  1.786641e-04
## HMG_28 -4.608728e-04 -1.288368e-04 -1.335363e-04  1.624462e-04  7.484388e-05
## HMG_29 -3.865001e-03 -2.054565e-03 -1.421094e-03 -3.151351e-05 -3.645287e-05
## HMG_30 -4.999365e-03  5.814286e-04  3.423923e-03  1.576740e-04  1.413494e-04
## HMG_31  1.001643e-02 -4.454487e-03  1.242557e-03  8.744213e-04  2.981459e-03
## HMG_32 -1.065082e-02  2.630697e-04  2.208085e-05 -1.035735e-03 -7.209902e-03
## HMG_33  6.926642e-04  5.430988e-03 -5.050874e-03  2.397159e-03  1.096721e-02
## HMG_34  1.611523e-03 -4.686730e-04  5.314999e-03 -1.328470e-03 -5.749800e-03
## HMG_35 -2.619600e-01  1.466414e-01 -1.083034e-02  1.716098e-02 -1.903861e-02
## HMG_36  4.387168e-01 -2.011225e-01 -1.687433e-02 -1.827405e-02  1.026544e-01
## HMG_37 -3.949672e-02 -1.023636e-01  1.185473e-01 -6.741411e-02 -2.461279e-01
## HMG_38 -1.378608e-01  8.830914e-02 -1.405731e-01  7.112609e-02  2.084255e-01
## HMG_39  2.080979e-03  4.738934e-03  1.700174e-03  1.698481e-04  1.853507e-03
## HMG_40 -2.253059e-03 -4.162181e-03  9.520576e-04  4.699660e-04 -3.598263e-03
## HMG_41 -1.179607e-02 -1.158279e-02 -5.844146e-03  4.485339e-03  3.374916e-04
## HMG_42  8.392786e-03  9.772687e-03  1.797281e-03 -4.283558e-03  1.107077e-03
## HMG_43 -4.059604e-02 -1.140742e-01 -6.516962e-02 -6.695764e-03 -1.231928e-02
## HMG_44  6.506580e-02  1.372949e-01 -3.307085e-02 -1.767846e-02  4.383968e-02
## HMG_45  3.022269e-01  2.483470e-01  2.887189e-01  3.758262e-03  3.222543e-02
## HMG_46 -2.617062e-01 -3.112354e-01 -1.978891e-01  1.011730e-02 -8.302521e-02
## HMG_47  1.516330e-02  1.858600e-02 -4.000672e-03  3.595667e-03  7.915855e-04
## HMG_48 -1.915529e-02 -1.586414e-02  1.415677e-03 -1.842356e-03 -4.061928e-04
## AVG_49 -2.340740e-02 -1.262059e-01  6.270759e-02  8.226217e-02  5.604605e-02
## AVG_50  3.711289e-04  9.806025e-04  3.570288e-04 -1.564337e-03 -8.046731e-04
## AVG_51  1.100205e-04 -7.877142e-04  5.417043e-05  9.175166e-04 -6.674573e-04
## AVG_52  2.024105e-04  7.505984e-04 -5.282623e-04 -7.060611e-04 -1.488646e-05
## AVG_53 -1.446536e-04  6.162770e-04 -1.289742e-03  4.416689e-04 -7.139781e-04
## AVG_54  2.768876e-03  1.404791e-03  1.082658e-03  2.774667e-03  1.181264e-03
## AVG_55 -2.528003e-03 -1.627280e-03 -2.927686e-03  3.495101e-03 -4.819291e-03
## AVG_56  4.808289e-03  7.884127e-03  2.126477e-03 -2.842037e-03  1.015684e-02
## AVG_57 -2.304538e-03 -4.723253e-03  6.123518e-03 -5.408257e-03 -1.431038e-02
## AVG_58  7.930151e-04 -2.631065e-04 -6.702642e-03  3.941906e-03  8.211880e-03
## AVG_59  5.764781e-03  4.774639e-02  8.243718e-02 -5.540291e-02  6.387244e-02
## AVG_60 -2.812903e-02 -2.131293e-01 -1.639709e-01  7.204800e-02 -2.157707e-01
## AVG_61  5.577135e-02  1.544105e-01 -2.360148e-01  2.091448e-01  4.442568e-01
## AVG_62 -4.749174e-02 -3.347497e-02  4.438597e-01 -2.577501e-01 -4.313720e-01
## AVG_63 -1.674896e-03 -1.030080e-03  3.452005e-04  1.364150e-03 -2.808574e-03
## AVG_64  1.416008e-04  1.914863e-03 -1.447823e-03  1.867946e-03  3.811181e-03
## AVG_65  7.898598e-03  9.238641e-03 -1.523396e-04 -1.487336e-02  1.017121e-03
## AVG_66 -7.760646e-03 -1.182035e-02  4.557841e-03  1.141293e-02 -2.584534e-03
## AVG_67  2.811511e-02 -1.224381e-02 -2.386690e-02 -3.664657e-03  5.144973e-02
## AVG_68  1.240423e-02 -1.494227e-02  5.518208e-02 -9.267555e-02 -6.062426e-02
## AVG_69 -1.741953e-01 -1.452150e-01  4.839854e-03  5.434112e-01 -3.264171e-02
## AVG_70  1.752518e-01  2.946472e-01 -2.584636e-01 -4.812077e-01  1.025123e-01
## AVG_71 -1.335775e-02 -6.163736e-03 -1.178410e-02 -1.893258e-03 -5.656187e-03
## AVG_72  1.091396e-02  5.550920e-03  9.864944e-03  1.076979e-03  3.523751e-03
## STD_73  7.338638e-04  9.251934e-03 -5.535041e-03 -6.717200e-03  7.333048e-04
## STD_74  5.765461e-03  1.061817e-02 -9.817828e-03  3.451682e-03  1.807951e-03
## STD_75 -4.648299e-05  8.522635e-05  2.146792e-04 -2.281609e-04 -3.800823e-05
## STD_76 -1.652146e-04 -6.828974e-04  4.313010e-04  6.417504e-04  5.369151e-05
## STD_77  5.908235e-04  6.159319e-04 -7.067913e-04 -4.226665e-04 -1.339590e-04
## STD_78 -1.072458e-03 -2.746517e-04 -4.051663e-04 -7.466287e-04 -4.130292e-04
## STD_79 -2.985202e-04  3.595273e-05 -9.052865e-05 -5.613519e-04  2.060851e-04
## STD_80 -1.148080e-03  4.810185e-04  7.684918e-04  4.471711e-04 -1.223516e-03
## STD_81  1.448680e-03 -5.312112e-04 -8.169319e-04  1.124425e-03  1.337468e-03
## STD_82 -8.420346e-05 -6.141435e-05  3.071613e-04 -1.351052e-03 -1.037192e-03
## STD_83  8.465400e-02  1.687560e-01 -2.115287e-01  1.088267e-01 -1.980478e-01
## STD_84 -1.234776e-01 -2.961133e-01  3.659389e-01 -2.327726e-01  4.606587e-01
## STD_85  9.060936e-02  2.516655e-01 -2.198666e-01  1.116993e-01 -3.676468e-01
## STD_86 -3.090904e-02 -8.561241e-02  4.873535e-02 -1.202101e-02  1.110022e-01
## STD_87  2.319163e-03  1.511758e-03 -3.754971e-05  4.675442e-04  1.119861e-03
## STD_88 -2.505523e-03 -1.434719e-03 -2.853107e-04 -3.030607e-04 -1.142176e-03
## STD_89  3.700026e-04 -2.001727e-03 -6.274612e-04  1.021586e-03  9.737294e-05
## STD_90 -2.614732e-04  2.126391e-03  1.112319e-03 -8.872009e-04  5.625507e-04
## STD_91 -1.274728e-02 -3.494738e-03  1.148401e-02 -7.004057e-03 -5.978218e-02
## STD_92  4.254978e-03  2.710423e-03 -1.196012e-02  1.187546e-02  4.436607e-02
## STD_93  2.156013e-02  1.642320e-02  1.875103e-02 -6.273580e-02  2.213088e-02
## STD_94 -3.319533e-02 -6.024782e-02  1.236094e-02  7.556899e-02 -9.410271e-03
## STD_95 -5.374509e-03 -4.724458e-03  2.138081e-03 -2.538468e-03 -1.143516e-03
## STD_96  5.728198e-03  5.218627e-03 -2.643284e-03  3.200886e-03  1.065720e-03
##                 PC96
## HST_1  -4.717485e-02
## HST_2  -4.645892e-04
## HST_3   4.507561e-04
## HST_4   1.395788e-05
## HST_5   2.395321e-04
## HST_6  -3.698885e-03
## HST_7   1.772291e-03
## HST_8  -4.785787e-03
## HST_9   8.894990e-03
## HST_10 -6.431289e-03
## HST_11 -4.736141e-02
## HST_12  2.009734e-01
## HST_13 -5.259324e-01
## HST_14  5.170451e-01
## HST_15 -9.570531e-04
## HST_16 -2.064192e-03
## HST_17  1.165572e-03
## HST_18  2.009334e-03
## HST_19 -1.418538e-02
## HST_20  4.173654e-02
## HST_21  1.264371e-02
## HST_22 -1.000892e-01
## HST_23  2.056202e-02
## HST_24 -1.754495e-02
## HMG_25  2.985097e-02
## HMG_26 -4.337567e-04
## HMG_27 -8.309380e-04
## HMG_28  2.670067e-05
## HMG_29 -1.245615e-04
## HMG_30  3.637757e-03
## HMG_31 -2.926931e-03
## HMG_32  6.467078e-03
## HMG_33 -8.953394e-03
## HMG_34  6.175213e-03
## HMG_35  5.515156e-02
## HMG_36 -1.951358e-01
## HMG_37  4.172495e-01
## HMG_38 -3.803989e-01
## HMG_39  1.118473e-03
## HMG_40  6.416522e-04
## HMG_41 -1.503781e-03
## HMG_42 -6.328711e-04
## HMG_43  1.665427e-02
## HMG_44 -2.785148e-02
## HMG_45 -1.265626e-02
## HMG_46  6.282436e-02
## HMG_47 -1.789486e-02
## HMG_48  1.507342e-02
## AVG_49  1.902829e-02
## AVG_50  1.283099e-03
## AVG_51  4.426919e-04
## AVG_52  2.679654e-04
## AVG_53  3.075461e-04
## AVG_54  1.314736e-04
## AVG_55  5.690044e-04
## AVG_56 -1.182562e-03
## AVG_57 -6.559308e-05
## AVG_58 -1.578695e-05
## AVG_59  8.238949e-05
## AVG_60 -2.031641e-02
## AVG_61  9.807444e-02
## AVG_62 -1.140575e-01
## AVG_63 -3.621595e-04
## AVG_64  1.080705e-03
## AVG_65  3.961717e-04
## AVG_66 -8.052318e-04
## AVG_67  5.261603e-04
## AVG_68 -9.320224e-03
## AVG_69 -1.073623e-03
## AVG_70  2.609843e-02
## AVG_71  4.548113e-04
## AVG_72 -7.689941e-04
## STD_73 -9.967050e-04
## STD_74 -2.221888e-04
## STD_75 -1.822968e-04
## STD_76 -2.117882e-04
## STD_77 -1.368486e-04
## STD_78 -1.232870e-04
## STD_79 -4.264143e-04
## STD_80  1.135877e-03
## STD_81 -3.222806e-04
## STD_82 -2.541410e-04
## STD_83 -1.929028e-02
## STD_84  5.812816e-02
## STD_85 -5.373344e-02
## STD_86  1.829580e-02
## STD_87  6.867455e-04
## STD_88 -4.297049e-04
## STD_89 -2.990424e-04
## STD_90  3.112251e-05
## STD_91 -1.358927e-02
## STD_92  1.005832e-02
## STD_93  4.559729e-03
## STD_94 -2.980963e-03
## STD_95 -4.985482e-04
## STD_96  9.523304e-04

numeric_cb.PCA <- data.frame(numeric_cb_train$spamicity, numeric_cb.PCAParams$x)[,c(1:11)]
names(numeric_cb.PCA)[1] <- "spamicity"


numeric_cb_test.x <- subset(numeric_cb_test, select = -c(spamicity))
numeric_cb_test.PCA <- scale(numeric_cb_test.x) %*% numeric_cb.PCAParams$rotation
numeric_cb_test.PCA <- data.frame(numeric_cb_test$spamicity, numeric_cb_test.PCA)
names(numeric_cb_test.PCA)[1] <- "spamicity"

Balancing

cbTrainSpam <- subset(numeric_cb.PCA, spamicity == 1)
cbTrainSpam <- rbind(cbTrainSpam, cbTrainSpam)
cbTrainNotSpam <- subset(numeric_cb.PCA, spamicity == 0)
cbTrainNotSpam <- cbTrainNotSpam[sample(1:nrow(cbTrainNotSpam), size = nrow(cbTrainSpam), replace = F), ]
cbTrainBalanced <- rbind(cbTrainSpam, cbTrainNotSpam)

data_cor <- abs(cor(cbTrainBalanced[ , colnames(cbTrainBalanced) != "spamicity"],  # Calculate correlations
                cbTrainBalanced$spamicity))
sort(data_cor, decreasing = TRUE)

##  [1] 0.17052256 0.13021045 0.11204461 0.09696690 0.09672410 0.07665765
##  [7] 0.05616290 0.05537495 0.04331886 0.04313589

Naive Baye’s

train_nb <- data.frame(cbTrainBalanced)
test_nb <- subset(numeric_cb_test.PCA, select = c(1:11))

train_nb$spamicity <- factor(train_nb$spamicity)
test_nb$spamicity <- factor(test_nb$spamicity)

set.seed(1245)
nb <- naive_bayes(spamicity ~ ., data = train_nb, usekernel = T) 
p2 <- predict(nb, test_nb[-1])
(cm = table(Predicted = p2, Actual = test$spamicity))

##          Actual
## Predicted    0    1
##         0 1269   69
##         1  566   95

(accuracy <- (cm[1, 1] + cm[2, 2])/(cm[1, 1] + cm[2, 2] + cm[1, 2] + cm[2, 1]))

## [1] 0.6823412

(precision <- cm[2, 2] / (cm[2, 2] + cm[2, 1]))

## [1] 0.1437216

(recall <- cm[2, 2] / (cm[2, 2] + cm[1, 2]))

## [1] 0.5792683

(f_measure <- (2 * precision * recall) / (precision + recall))

## [1] 0.230303

ROC

perf <- performance(
  prediction(
    as.numeric(p2),
    as.numeric(test$spamicity)
  ),
  "tpr", "fpr"
)
plot(perf)

auc_roc(as.integer(p2 == 1),
    as.integer(test$spamicity == 1))

## [1] 0.6354107

Random Forest

rf <- randomForest(
    spamicity ~ .,
    data = train_nb
)
pred <- predict(rf, test_nb[-1])
(cm = table(Predicted = pred, Actual = test$spamicity))

##          Actual
## Predicted    0    1
##         0 1505   87
##         1  330   77

(accuracy <- (cm[1, 1] + cm[2, 2])/(cm[1, 1] + cm[2, 2] + cm[1, 2] + cm[2, 1]))

## [1] 0.7913957

(precision <- cm[2, 2] / (cm[2, 2] + cm[2, 1]))

## [1] 0.1891892

(recall <- cm[2, 2] / (cm[2, 2] + cm[1, 2]))

## [1] 0.4695122

(f_measure <- (2 * precision * recall) / (precision + recall))

## [1] 0.2697023

ROC

perf <- performance(
  prediction(
    as.numeric(pred),
    as.numeric(test$spamicity)
  ),
  "tpr", "fpr"
)
plot(perf)

auc_roc(as.integer(pred == 1),
    as.integer(test$spamicity == 1))

## [1] 0.6448378